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Optimizing Interventions for Equitability: Some Initial Ideas
Prev Sci
Strayhorn JC, Vanness DJ, Collins LM.
Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology
Annu Rev Clin Psychol
Collins LM, Nahum-Shani I, Guastaferro K, Strayhorn JC, Vanness DJ, Murphy SA.
SMART Binary: New Sample Size Planning Resources for SMART Studies with Binary Outcome Measurements
Multivariate Behav Res
Dziak JJ, Almirall D, Dempsey W, Stanger C, Nahum-Shani I.
Design of experiments with sequential randomizations on multiple timescales: the hybrid experimental design
Behav Res Methods
Nahum-Shani I, Dziak JJ, Venera H, Pfammatter AF, Spring B, Dempsey W.
Recruiting and retaining first-year college students in online health research: Implementation considerations
J Am Coll Health
Guastaferro K, Tanner AE, Rulison KL, Miller AM, Milroy JJ, Wyrick DL, Collins LM.
An Adaptive Behavioral Intervention for Weight Loss Management: A Randomized Clinical Trial
JAMA
Spring B, Pfammatter AF, Scanlan L, Daly E, Reading J, Battalio S, McFadden HG, Hedeker D, Siddique J, Nahum-Shani I.
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
Contemp Clin Trials
Nahum-Shani I, Greer ZM, Trella AL, Zhang KW, Carpenter SM, Rünger D, Elashoff D, Murphy SA, Shetty V.
Is informal practice associated with outcomes in loving-kindness and compassion training? Evidence from pre-post and daily diary assessments
Behav Res Ther
Xie Q, Riordan KM, Baldwin SA, Simonsson O, Hirshberg MJ, Dahl CJ, Nahum-Shani I, Davidson RJ, Goldberg SB.
Using decision analysis for intervention value efficiency to select optimized interventions in the multiphase optimization strategy
Health Psychol
Strayhorn JC, Cleland CM, Vanness DJ, Wilton L, Gwadz M, Collins LM.
What to do after smoking relapse? A sequential multiple assignment randomized trial of chronic care smoking treatments
Addiction
Schlam TR, Baker TB, Piper ME, Cook JW, Smith SS, Zwaga D, Jorenby DE, Almirall D, Bolt DM, Collins LM, Mermelstein R, Fiore MC.
Acceptability and feasibility of a mobile behavioral economic health intervention to reduce alcohol use in adults in rural areas
Drug Alcohol Depend Rep
Bayrakdarian ND, Bonar EE, Duguid I, Hellman L, Salino S, Wilkins C, Jannausch M, McKay JR, Staton M, Dollard K, Nahum-Shani I, Walton MA, Blow FC, Coughlin LN.
From lab to life: Evaluating the reliability and validity of psychophysiological data from wearable devices in laboratory and ambulatory settings
Behav Res Methods
Hu X, Sgherza TR, Nothrup JB, Fresco DM, Naragon-Gainey K, Bylsma LM.
Examining Links Between Distinct Affective States and Tobacco Lapse During a Cessation Attempt Among African Americans: A Cohort Study
Ann Behav Med
Jones DR, Potter LN, Lam CY, Schlechter CR, Nahum-Shani I, Fagundes C, Wetter DW.
Empirical Development of a Behavioral Intervention for African American/Black and Latino Persons with Unsuppressed HIV Viral Load Levels: An Application of the Multiphase Optimization Strategy (MOST) Using Cost-Effectiveness as an Optimization Objective
AIDS Behav
Feelemyer J, Braithwaite RS, Zhou Q, Cleland CM, Manandhar-Sasaki P, Wilton L, Ritchie A, Collins LM, Gwadz MV.
Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology
Annu Rev Clin Psychol
Collins LM, Nahum-Shani I, Guastaferro K, Strayhorn JC, Vanness DJ, Murphy SA.
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
Contemp Clin Trials
Nahum-Shani I, Greer ZM, Trella AL, Zhang KW, Carpenter SM, Rünger D, Elashoff D, Murphy SA, Shetty V.
Adapting just-in-time interventions to vulnerability and receptivity: conceptual and methodological considerations
Digital Therapeutics for Mental Health and Addiction: The State of the Science and Vision for the Future (Academic Press)
Nahum-Shani I, Wetter D, Murphy S.
Effectiveness of gamified team competition as mHealth intervention for medical interns: a cluster micro-randomized trial
NPJ Digital Medicine
Wang J, Fang Y, Frank E, Walton MA, Burmeister M, Tewari A, Dempsey W, NeCamp T, Sen S, Wu Z.
The ILHBN: challenges, opportunities, and solutions from harmonizing data under heterogeneous study designs, target populations, and measurement protocols
Translational Behavioral Medicine
Chow SM, Nahum-Shani I, Baker JT, Spruijt-Metz D, Allen NB, Auerbach RP, Dunton GF, Friedman NP, Intille SS, Klasnja P, Marlin B, Nock MK, Rauch SL, Pavel M, Vrieze S, Wetter DW, Kleiman EM, Brick TR, Perry H, Wolff-Hughes DL.
Integrating Intensive Longitudinal Data (ILD) to Inform the Development of Dynamic Theories of Behavior Change and Intervention Design: a Case Study of Scientific and Practical Considerations
Prevention Science
Potter LN, Yap J, Dempsey W, Wetter DW, Nahum-Shani I.
Socio-economic status moderates within-person associations of risk factors and smoking lapse in daily life
Addiction
Potter LN, Schlechter CR, Nahum-Shani I, Lam CY, Cinciripini PM, Wetter DW.
Sample size estimation for comparing dynamic treatment regimens in a SMART: A Monte Carlo-based approach and case study with longitudinal overdispersed count outcomes
Statistical Methods in Medical Research
Yap J, Dziak JJ, Lynch K, McKay JR, Chakraborty B, Nahum-Shani, I.
Supervisor Undermining, Social Isolation and Subordinates’ Problematic Drinking: The Role of Depression and Perceived Drinking Norms
Journal of Drug Issues
Montal-Rosenberg R, Bamberger PA, Nahum-Shani I, Wang M, Larimer M, Bacharach, SB.
Editorial: Digital technology for tobacco control: Novel data collection, study designs, and interventions
Front Digit Health
Potter LN, Nahum-Shani I, Wetter DW.
Understanding heterogeneity of responses to, and optimizing clinical efficacy of, exercise training in older adults: NIH NIA Workshop summary
Geroscience
Erickson ML, Allen JM, Beavers DP, Collins LM, Davidson KW, Erickson KI, Esser KA, Hesselink MKC, Moreau KL, Laber EB, Peterson CA, Peterson CM, Reusch JE, Thyfault JP, Youngstedt SD, Zierath JR, Goodpaster BH, LeBrasseur NK, Buford TW, Sparks LM.
A randomized trial of a mobile health intervention to augment cardiac rehabilitation
NPJ Digit Med
Golbus JR, Gupta K, Stevens R, Jeganathan VSE, Luff E, Shi J, Dempsey W, Boyden T, Mukherjee B, Kohnstamm S, Taralunga V, Kheterpal V, Murphy S, Klasnja P, Kheterpal S, Nallamothu BK.
Optimizing Longitudinal Tobacco Cessation Treatment in Lung Cancer Screening: A Sequential, Multiple Assignment, Randomized Trial
JAMA Netw Open
Fu SS, Rothman AJ, Vock DM, Lindgren BR, Almirall D, Begnaud A, Melzer AC, Schertz KL, Branson M, Haynes D, Hammett P, Joseph AM.
Ecological Momentary Assessments and Passive Sensing in the Prediction of Short-Term Suicidal Ideation in Young Adults
JAMA Netw Open
Czyz EK, King CA, Al-Dajani N, Zimmermann L, Hong V, Nahum-Shani I.
Digital Adaptive Behavioral Interventions to Improve HIV Prevention and Care: Innovations in Intervention Approach and Experimental Design
Curr HIV/AIDS Rep
Nahum-Shani I, Naar S.
A multi-site trial of an electronic health integrated physical activity promotion intervention in breast and endometrial cancers survivors: MyActivity study protocol
Contemp Clin Trials
Cadmus-Bertram L, Solk P, Agnew M, Starikovsky J, Schmidt C, Morelli WA, Hodgson V, Freeman H, Muller L, Mishory A, Naxi S, Carden L, Tevaarwerk AJ, Wolter M, Barber E, Spencer R, Sesto ME, Gradishar W, Gangnon R, Spring B, Nahum-Shani I, Phillips SM.
Adaptive Designs in Implementation Science and Practice: Their Promise and the Need for Greater Understanding and Improved Communication
Annu Rev Public Health
Kilbourne A, Chinman M, Rogal S, Almirall D.
Socio-economic status moderates within-person associations of risk factors and smoking lapse in daily life
Addiction
Potter LN, Schlechter CR, Nahum-Shani I, Lam CY, Cinciripini PM, Wetter DW.
Construct Validity of Inherited Retinal Disease-Specific Patient-Reported Outcome Measures
Am J Ophthalmol
Jayasundera KT, Abuzaitoun RO, Popova L, Abalem MF, Andrews CA, Lacy GD, Fresco DM, Musch DC.
Cost-Effectiveness of Smoking Cessation Approaches in Emergency Departments
Am J Prev Med
Miller TR, Johnson MB, Dziura JD, Weiss J, Carpenter KM, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll BA, Bernstein SL.
Positive feedback loop between vision-related anxiety and self-reported visual difficulty
Ophthalmic Genet
Popova LT, Abuzaitoun RO, Fresco DM, Abalem MF, Andrews CA, Musch DC, Ehrlich JR, Jayasundera KT.
Estimating tree-based dynamic treatment regimes using observational data with restricted treatment sequences
Biometrics
Zhou N, Wang L, Almirall D.
Self-relevant appeals to engage in self-monitoring of alcohol use: A microrandomized trial
Psychol Addict Behav
Carpenter SM, Yap J, Patrick ME, Morrell N, Dziak JJ, Almirall D, Yoon C, Nahum-Shani I.
Assessing Time-Varying Causal Effect Moderation in the Presence of Cluster-Level Treatment Effect Heterogeneity and Interference
Biometrika
Shi J, Wu Z, Dempsey W.
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proc Innov Appl Artif Intell Conf
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Sample size estimation for comparing dynamic treatment regimens in a SMART: A Monte Carlo-based approach and case study with longitudinal overdispersed count outcomes
Stat Methods Med Res
Yap J, J Dziak J, Maiti R, Lynch K, McKay JR, Chakraborty B, Nahum-Shani I.
Integrating Intensive Longitudinal Data (ILD) to Inform the Development of Dynamic Theories of Behavior Change and Intervention Design: a Case Study of Scientific and Practical Considerations
Prev Sci
Potter LN, Yap J, Dempsey W, Wetter DW, Nahum-Shani I.
Investigation of Active Ingredients Within Internet-Delivered Cognitive Behavioral Therapy for Depression: A Randomized Optimization Trial
JAMA Psychiatry
Watkins E, Newbold A, Tester-Jones M, Collins LM, Mostazir M.
Supervisor Undermining, Social Isolation and Subordinates’ Problematic Drinking: The Role of Depression and Perceived Drinking Norms
J Drug Issues
Montal-Rosenberg R, Bamberger PA, Nahum-Shani I, Wang M, Larimer M, Bacharach SB.
Time-varying model of engagement with digital self reporting: Evidence from smoking cessation longitudinal studies
Front Digit Health
Sobolev M, Anand A, Dziak JJ, Potter LN, Lam CY, Wetter DW, Nahum-Shani I.
Effectiveness of gamified team competition as mHealth intervention for medical interns: a cluster micro-randomized trial
NPJ Digit Med
Wang J, Fang Y, Frank E, Walton MA, Burmeister M, Tewari A, Dempsey W, NeCamp T, Sen S, Wu Z.
Randomized Controlled Trial of Motivational Enhancement Interventions to Increase Pre-Exposure Prophylaxis Use in Sexual Minority Men Who Use Stimulants
Res Sq
Davis-Ewart L, Grov C, Verhagen R, Manuel J, Viamonte M, Dilworth S, Valentin O, Cherenack EM, Carr S, Doblecki-Lewis S, Nahum-Shani I, Carrico AW.
The ILHBN: challenges, opportunities, and solutions from harmonizing data under heterogeneous study designs, target populations, and measurement protocols
Transl Behav Med
Chow SM, Nahum-Shani I, Baker JT, Spruijt-Metz D, Allen NB, Auerbach RP, Dunton GF, Friedman NP, Intille SS, Klasnja P, Marlin B, Nock MK, Rauch SL, Pavel M, Vrieze S, Wetter DW, Kleiman EM, Brick TR, Perry H, Wolff-Hughes DL; Intensive Longitudinal Health Behavior Network (ILHBN).
Testing adaptive interventions to improve PTSD treatment outcomes in Federally Qualified Health Centers: Protocol for a randomized clinical trial
Contemp Clin Trials
Sripada RK, Smith K, Walters HM, Ganoczy D, Kim HM, Grau PP, Nahum-Shani I, Possemato K, Kuhn E, Zivin K, Pfeiffer PN, Bohnert KM, Cigrang JA, Avallone KM, Rauch SAM.
Multiple imputation of missing data in multilevel ecological momentary assessments: an example using smoking cessation study data
Front Digit Health
Ji L, Li Y, Potter LN, Lam CY, Nahum-Shani I, Wetter DW, Chow SM.
Increasing the reach of evidence-based interventions for weight management and diabetes prevention among Medicaid patients: study protocol for a pilot Sequential Multiple Assignment Randomised Trial
BMJ Open
Schlechter CR, Del Fiol G, Jones DR, Orleans B, Gibson B, Nahum-Shani I, Maxfield E, Locke A, Cornia R, Bradshaw R, Wirth J, Jaggers SJ, Lam CY, Wetter DW.
Motivational Enhancement Interventions to Increase Pre-Exposure Prophylaxis Use in Sexual Minority Men Who Use Stimulants: Protocol for a Pilot Sequential Multiple Assignment Randomized Trial
JMIR Res Protoc
Davis-Ewart L, Grov C, Verhagen R, Manuel J, Viamonte M, Dilworth S, O'Dell N, Valentin O, Carr S, Cherenack E, Henderson C, Doblecki-Lewis S, Nahum-Shani I, Carrico AW.
Successful Optimization of Tobacco Dependence Treatment in the Emergency Department: A Randomized Controlled Trial Using the Multiphase Optimization Strategy
Ann Emerg Med
Bernstein SL, Dziura J, Weiss J, Brooks AH, Miller T, Vickerman KA, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll B.
A posterior expected value approach to decision-making in the multiphase optimization strategy for intervention science
Psychol Methods
Strayhorn JC, Collins LM, Vanness DJ.
Perinatal Understanding of Mindful Awareness for Sleep (PUMAS): A single-arm proof-of-concept clinical trial of a mindfulness-based intervention for DSM-5 insomnia disorder during pregnancy
Sleep Med
Kalmbach DA, Cheng P, Reffi AN, Ong JC, Swanson LM, Fresco DM, Walch O, Seymour GM, Fellman-Couture C, Bayoneto AD, Roth T, Drake CL.
Exploring behavioral intervention components for African American/Black and Latino persons living with HIV with non-suppressed HIV viral load in the United States: a qualitative study
Int J Equity Health
Cluesman SR, Gwadz M, Freeman R, Collins LM, Cleland CM, Wilton L, Hawkins RL, Leonard NR, Silverman E, Maslow CB, Israel K, Ritchie A, Ory S.
Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach
JMIR Form Res
Carpenter SM, Greer ZM, Newman R, Murphy SA, Shetty V, Nahum-Shani I.
Behavior change versus stability during the college-to-work transition: Life course and the “”stickiness”” of alcohol misuse at career entry
Pers Psychol
Liu S, Bamberger P, Wang M, Nahum-Shani I, Larimer M, Bacharach SB.
A Text Messaging Intervention for Priming the Affective Rewards of Exercise in Adults: Protocol for a Microrandomized Trial
JMIR Res Protoc
Mishra SR, Dempsey W, Klasnja P.
Using the multiphase optimization strategy to adapt cognitive processing therapy (CPT MOST): study protocol for a randomized controlled factorial experiment
Trials
Sripada RK, Peterson CL, Dziak JJ, Nahum-Shani I, Roberge EM, Martinson AA, Porter K, Grau P, Curtis D, McElroy S, Bryant S, Gracy I, Pryor C, Walters HM, Austin K, Ehlinger C, Sayer N, Wiltsey-Stirman S, Chard K.
Preventing Mental Health Problems in Children After High Conflict Parental Separation/Divorce Study: An Optimization Randomized Controlled Trial Protocol
Ment Health Prev
O'Hara KL, Wolchik SA, Sandler IN, West SG, Reis HT, Collins LM, Lyon AR, Cummings EM.
Effects of Behavioral Intervention Components for African American/Black and Latino Persons Living with HIV with Non-suppressed Viral Load Levels: Results of an Optimization Trial
AIDS Behav
Cleland CM, Gwadz M, Collins LM, Wilton L, Leonard NR, Ritchie AS, Martinez BY, Silverman E, Sherpa D, Dorsen C.
Sample size considerations for micro-randomized trials with binary proximal outcomes
Stat Med
Cohn ER, Qian T, Murphy SA.
Setting Priorities and Managing Time: Core Leadership Skills
J Public Health Manag Pract
Baker EL, Murphy SA.
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning
Proc Mach Learn Res
Rathnam S, Parbhoo S, Pan W, Murphy SA, Doshi-Velez F.
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proc Innov Appl Artif Intell Conf
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach
JMIR Form Res
Carpenter SM, Greer ZM, Newman R, Murphy SA, Shetty V, Nahum-Shani I.
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions
Proc Mach Learn Res
Karine K, Klasnja P, Murphy SA, Marlin BM.
The engagement problem: A review of engagement with digital mental health interventions and recommendations for a path forward
Curr Treat Options Psychiatry
Lipschitz JM, Pike CK, Hogan TP, Murphy SA, Burdick KE.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Hierarchical network models for exchangeable structured interaction processes
Journal of the American Statistical Association
Dempsey W, Oselio B, Hero A.
Digital Prompts to Increase Engagement With the Headspace App and for Stress Regulation Among Parents: Feasibility Study
JMIR Formative Research
Militello L, Sobolev M, Okeke F, Adler DA, Nahum-Shani I.
itMatters: Optimization of an online intervention to prevent sexually transmitted infections in college students
Journal of American College Health
Wyrick DL, Tanner AE, Milroy JJ, Guastaferro K, Bhandari S, Kugler KC, Thorpe S, Ware S, Miller AM, Collins LM.
Hybrid Experimental Designs for Intervention Development: What, Why, and How
Advances in Methods and Practices in Psychological Science
Nahum-Shani I, Dziak JJ, Walton MA, Dempsey W.
Expanding access to medications for opioid use disorder in primary care clinics: an evaluation of common implementation strategies and outcomes
Implementation Science Communications
Cheng H, McGovern MP, Garneau HC, Hurley B, Fisher T, Copeland M, Almirall D.
Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implementation Science Communications
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
Self-relevant appeals to engage in self-monitoring of alcohol use: A microrandomized trial
Psychology of Addictive Behaviors
Carpenter SM, Yap J, Patrick ME, Morrell N, Dziak JJ, Almirall D, Yoon C, Nahum-Shani I.
Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
International Journal for Equity in Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
mRisk: Continuous Risk Estimation for Smoking Lapse from Noisy Sensor Data with Incomplete and Positive-Only Labels
Proceedings of the ACM on interactive, mobile, wearable, and ubiquitous technologies
Ullah MA, Chatterjee S, Fagundes CP, Lam C, Nahum-Shani I, Rehg JM, Wetter DW, Kumar S.
Engagement in digital interventions
The American Psychologist
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychological Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Batch policy learning in average reward Markov decision processes
Annals of Statistics
Liao P, Qi Z, Wan R, Klasnja P, Murphy SA.
End User Participation in the Development of an Ecological Momentary Intervention to Improve Coping With Cannabis Cravings: Formative Study
JMIR Formative Research
Anderson MA, Budney AJ, Jacobson NC, Nahum-Shani I, Stanger C.
Behavior change versus stability during the college-to-work transition: Life course and the “stickiness” of alcohol misuse at career entry
Personnel Psychology
Liu S, Bamberger P, Wang M, Nahum-Shani I, Larimer M, Bacharach S.
Reward Design for an Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proceedings of the 37th AAAI Conference on Artificial Intelligence
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Assessing time-varying causal effect moderation in the presence of cluster-level treatment effect heterogeneity and interference
Biometrika
Shi J, Wu Z, Dempsey W.
Addressing selection bias and measurement error in COVID-19 case count data using auxiliary information
Annals of Applied Statistics (Forthcoming)
Walter Dempsey
Youth suicide prevention and intervention: best practices and policy implications
Machine learning for suicide prediction and prevention: advances, challenges, and future directions (Springer)
Wang S, Dempsey W, Nock M.
New Directions for Motivational Incentive Interventions for Smoking Cessation
Frontiers in Digital Health
Coughlin LN, Bonar EE, Walton MA, Fernandez AC, Duguid I, Nahum-Shani I.
MCMTC: A Pragmatic Framework for Selecting an Experimental Design to Inform the Development of Digital Interventions
Frontiers in Digital Health
Nahum-Shani I, Dziak JJ, Wetter DW.
Obesity prevention practices in early care and education settings: an adaptive implementation trial
Implementation Science
Swindle T, Rutledge JM, Selig JP, Painter J, Zhang D, Martin J, Johnson SL, Whiteside-Mansell L, Almirall D, Barnett-McElwee T, Curran GM.
Cost and Effort Considerations for the Development of Intervention Studies Using Mobile Health Platforms: Pragmatic Case Study
JMIR Formative Research
Thorpe D, Fouyaxis J, Lipschitz JM, Nielson A, Li W, Murphy SA, Bidargaddi N
Utilizing daily mood diaries and wearable sensor data to predict depression and suicidal ideation among medical interns
Journal of Affective Disorders
Horwitz A, Czyz E, Al-Dajani N, Dempsey W, Zhao Z, Nahum-Shani I, Sen S.
Counterfactual inference for sequential experimental design
ArXiv Preprint
Dwivedi R, Tian K, Tomkins S, Klasnja P, Murphy S, Shah D.
Estimating causal effects with optimization-based methods: A review and empirical comparison
European Journal of Operational Research
Cousineau M, Verter V, Murphy SA, Pineau J.
Engagement in digital interventions
Am Psychol
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Accounting for Context in Randomized Trials after Assignment
Prev Sci
Brown CH, Hedeker D, Gibbons RD, Duan N, Almirall D, Gallo C, Burnett-Zeigler I, Prado G, Young SD, Valido A, Wyman PA.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychol Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Hybrid Experimental Designs for Intervention Development: What, Why, and How
Adv Methods Pract Psychol Sci
Nahum-Shani I, Dziak JJ, Walton MA, Dempsey W.
Hierarchical network models for exchangeable structured interaction processes
J Am Stat Assoc
Dempsey W, Oselio B, Hero A.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Using factorial mediation analysis to better understand the effects of interventions
Transl Behav Med
Strayhorn JC, Collins LM, Brick TR, Marchese SH, Pfammatter AF, Pellegrini C, Spring B.
New Directions for Motivational Incentive Interventions for Smoking Cessation
Front Digit Health
Coughlin LN, Bonar EE, Walton MA, Fernandez AC, Duguid I, Nahum-Shani I.
Optimal diagnostic test allocation strategy during the COVID-19 pandemic and beyond
Stat Med
Du J, J Beesley L, Lee S, Zhou X, Dempsey W, Mukherjee B.
Advances in clinical trials methodology: Intervention optimization approaches in emergency medicine
Am J Emerg Med
Bernstein SL, Carter PM, Meurer W, Walton MA, Kidwell KM, Cunningham RM, Dziura J, Collins LM.
itMatters: Optimization of an online intervention to prevent sexually transmitted infections in college students
J Am Coll Health
Wyrick DL, Tanner AE, Milroy JJ, Guastaferro K, Bhandari S, Kugler KC, Thorpe S, Ware S, Miller AM, Collins LM.
Utilizing daily mood diaries and wearable sensor data to predict depression and suicidal ideation among medical interns
J Affect Disord
Horwitz A, Czyz E, Al-Dajani N, Dempsey W, Zhao Z, Nahum-Shani I, Sen S.
Decentering predicts attenuated perseverative thought and internalizing symptoms following stress exposure: A multi-level, multi-wave study
Behav Res Ther
Wu JL, Hamilton JL, Fresco DM, Alloy LB, Stange JP.
Obesity prevention practices in early care and education settings: an adaptive implementation trial
Implement Sci
Swindle T, Rutledge JM, Selig JP, Painter J, Zhang D, Martin J, Johnson SL, Whiteside-Mansell L, Almirall D, Barnett-McElwee T, Curran GM.
Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implement Sci
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
Virtual AppLication-supported Environment To INcrease Exercise (VALENTINE) during cardiac rehabilitation study: Rationale and design
Am Heart J
Jeganathan VS, Golbus JR, Gupta K, Luff E, Dempsey W, Boyden T, Rubenfire M, Mukherjee B, Klasnja P, Kheterpal S, Nallamothu BK.
mRisk: Continuous Risk Estimation for Smoking Lapse from Noisy Sensor Data with Incomplete and Positive-Only Labels
Proc ACM Interact Mob Wearable Ubiquitous Technol
Ullah MA, Chatterjee S, Fagundes CP, Lam C, Nahum-Shani I, Rehg JM, Wetter DW, Kumar S.
Optimization of a technology-supported physical activity promotion intervention for breast cancer survivors: Results from Fit2Thrive
Cancer
Phillips SM, Penedo FJ, Collins LM, Solk P, Siddique J, Song J, Cella D, Courneya KS, Ackermann RT, Welch WA, Auster-Gussman LA, Whitaker M, Cullather E, Izenman E, Spring B.
Components of smartphone cognitive-behavioural therapy for subthreshold depression among 1093 university students: a factorial trial
Evid Based Ment Health
Sakata M, Toyomoto R, Yoshida K, Luo Y, Nakagami Y, Uwatoko T, Shimamoto T, Tajika A, Suga H, Ito H, Sumi M, Muto T, Ito M, Ichikawa H, Ikegawa M, Shiraishi N, Watanabe T, Sahker E, Ogawa Y, Hollon SD, Collins LM, Watkins ER, Wason J, Noma H, Horikoshi M, Iwami T, Furukawa TA.
MCMTC: A Pragmatic Framework for Selecting an Experimental Design to Inform the Development of Digital Interventions
Front Digit Health
Nahum-Shani I, Dziak JJ, Wetter DW.
Trends in Depressive Symptoms and Associated Factors During Residency, 2007 to 2019 : A Repeated Annual Cohort Study
Ann Intern Med
Fang Y, Bohnert ASB, Pereira-Lima K, Cleary J, Frank E, Zhao Z, Dempsey W, Sen S.
Mindfulness-Based Cognitive Therapy: A Preliminary Examination of the (Event-Related) Potential for Modifying Threat-Related Attentional Bias in Anxiety
Mindfulness (N Y)
Gupta RS, Kujawa A, Fresco DM, Kang H, Vago DR.
A randomized controlled trial of emotion regulation therapy for cancer caregivers: A mechanism-targeted approach to addressing caregiver distress
Contemp Clin Trials
Applebaum AJ, Loschiavo M, Morgan K, Mennin DS, Fresco DM, Hoyt MA, Schofield E, O'Toole MS, Cohn J, Jacobs JM.
Preliminary Efficacy of an Emotion Regulation Intervention on Physical Activity and Depressive and Anxious Symptoms in Individuals in Cardiac Rehabilitation
J Cardiovasc Nurs
Wierenga KL, Fresco DM, Alder M, Sattar A, Moore SM.
Association between decentering and reductions in relapse/recurrence in mindfulness-based cognitive therapy for depression in adults: A randomized controlled trial
J Consult Clin Psychol
Moore MT, Lau MA, Haigh EAP, Willett BR, Bosma CM, Fresco DM.
Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
Int J Equity Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Digital Prompts to Increase Engagement With the Headspace App and for Stress Regulation Among Parents: Feasibility Study
JMIR Form Res
Militello L, Sobolev M, Okeke F, Adler DA, Nahum-Shani I.
End User Participation in the Development of an Ecological Momentary Intervention to Improve Coping With Cannabis Cravings: Formative Study
JMIR Form Res
Anderson MA, Budney AJ, Jacobson NC, Nahum-Shani I, Stanger C.
Correction: Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implement Sci
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
DSM-5 insomnia disorder in pregnancy: associations with depression, suicidal ideation, and cognitive and somatic arousal, and identifying clinical cutoffs for detection
Sleep Adv
Kalmbach DA, Cheng P, Roth A, Roth T, Swanson LM, O'Brien LM, Fresco DM, Harb NC, Cuamatzi-Castelan AS, Reffi AN, Drake CL.
Expanding access to medications for opioid use disorder in primary care clinics: an evaluation of common implementation strategies and outcomes
Implement Sci Commun
Cheng H, McGovern MP, Garneau HC, Hurley B, Fisher T, Copeland M, Almirall D.
Correction: Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
Int J Equity Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Engagement in digital interventions
Am Psychol
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Batch Policy Learning in Average Reward Markov Decision Processes
Ann Stat
Liao P, Qi Z, Wan R, Klasnja P, Murphy SA.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychol Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Cost and Effort Considerations for the Development of Intervention Studies Using Mobile Health Platforms: Pragmatic Case Study
JMIR Form Res
Thorpe D, Fouyaxis J, Lipschitz JM, Nielson A, Li W, Murphy SA, Bidargaddi N.
Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health
Journal of the American Statistical Association
Liao P, Klasnja P, Murphy S.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
Journal of Child Psychology and Psychiatry, and Allied Disciplines
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Adoption of opioid-prescribing guidelines in primary care: a realist synthesis of contextual factors
BMJ Open
Jacobson N, Johnson RA, Schlabach C, Incha J, Madden L, Almirall D, Garza RH, Deyo B, Schumacher N, Stephenson C, Quanbeck A.
Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment
JMIR Research Protocols
Psihogios AM, Rabbi M, Ahmed A, McKelvey ER, Li Y, Laurenceau JP, Hunger SP, Fleisher L, Pai AL, Schwartz LA, Murphy SA, Barakat LP.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemporary Clinical Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
IntelligentPooling: practical Thompson sampling for mHealth
Machine Learning
Tomkins S, Liao P, Klasnja P, Murphy SA
A Digital Health Intervention (SweetGoals) for Young Adults With Type 1 Diabetes: Protocol for a Factorial Randomized Trial
JMIR Research Protocols
Stanger C, Kowatsch T, Xie H, Nahum-Shani I, Lim-Liberty F, Anderson M, Santhanam P, Kaden S, Rosenberg B.
Online structural kernel selection for mobile health
ArXiv Preprint
Shin E, Klasnja P, Murphy S, Doshi-Velez F.
Application of community-engaged dissemination and implementation science to improve health equity
Preventative Medicine Reports
Schlechter CR, Del Fiol G, Lam CY, Fernandez ME, Greene T, Yack M, Schulthies S, Nelson M, Bohner C, Pruhs A, Siaperas T, Kawamoto K, Gibson B, Nahum-Shani I, Walker TJ, Wetter DW.
Innovative Health Care Delivery: The Scientific and Regulatory Challenges in Designing mHealth Interventions
National Academy of Medicine Perspectives
Saghafian S, Murphy SA.
Multitiered Systems of Support, Adaptive Interventions, and SMART Designs
Exceptional Children
Roberts G, Clemens N, Doabler CT, Vaughn S, Almirall D, Nahum-Shani I.
Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning
ArXiv Preprint
Rathnam S, Murphy SA, Doshi-Velez F.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Main outcomes of M-bridge: A sequential multiple assignment randomized trial (SMART) for developing an adaptive preventive intervention for college drinking
Journal of Consulting and Clinical Psychology
Patrick ME, Lyden GR, Morrell N, Mehus CJ, Gunlicks-Stoessel M, Lee CM, King CA, Bonar EE, Nahum-Shani I, Almirall D, Larimer ME, Vock DM.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychology
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
Dynamic models of stress-smoking responses based on high-frequency sensor data
npj Digital Medicine
Hojjatinia S, Daly ER, Hnat T, Hossain SM, Kumar S, Lagoa CM, Nahum-Shani I, Samiei SA, Spring B, Conroy DE.
Workflow analysis for design of an electronic health record-based tobacco cessation intervention in community health centers
JAMIA Open
Gibson B, Kramer H, Weir C, Fiol G, Borbolla D, Schlechter CR, Lam C, Nelson M, Bohner C, Schulthies S, Sieperas T, Pruhs A, Nahum-Shani I, Fernandez ME, Wetter DW.
SMART Binary: Sample Size Calculation for Comparing Adaptive Interventions in SMART studies with Longitudinal Binary Outcomes
ArXiv Preprint
Dziak JJ, Almirall D, Dempsey W, Stanger C, Nahum-Shani I
Using Intensive Longitudinal Data to Identify Early Predictors of Suicide-Related Outcomes in High-Risk Adolescents: Practical and Conceptual Considerations
Assessment
Czyz EK, Yap JRT, King CA, Nahum-Shani I.
Predicting short-term suicidal thoughts in adolescents using machine learning: developing decision tools to identify daily level risk after hospitalization
Psychological Medicine
Czyz EK, Koo HJ, Al-Dajani N, King CA, Nahum-Shani I.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
Journal of Child Psychology and Psychiatry
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Developing an Adaptive Mobile Intervention to Address Risky Substance Use Among Adolescents and Emerging Adults: Usability Study
JMIR mHealth and uHealth
Coughlin LN, Nahum-Shani I, Philyaw-Kotov ML, Bonar EE, Rabbi M, Klasnja P, Murphy S, Walton MA.
Toward a Just-in-Time Adaptive Intervention to Reduce Emerging Adult Alcohol Use: Testing Approaches for Identifying When to Intervene
Substance Use & Misuse
Coughlin LN, Nahum-Shani I, Bonar EE, Philyaw-Kotov ML, Rabbi M, Klasnja P, Walton MA.
Facial emotion recognition in major depressive disorder: A meta-analytic review
J Affect Disord
Krause FC, Linardatos E, Fresco DM, Moore MT.
Multitiered Systems of Support, Adaptive Interventions, and SMART Designs
Except Child
Roberts G, Clemens N, Doabler CT, Vaughn S, Almirall D, Nahum-Shani I.
One view of the next decade of research on behavioral and biobehavioral approaches to cancer prevention and control: intervention optimization
Transl Behav Med
Collins LM, Strayhorn JC, Vanness DJ.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemp Clin Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
The multiphase optimization strategy (MOST) in child maltreatment prevention research
J Child Fam Stud
Guastaferro K, Strayhorn JC, Collins LM.
Feasibility of an Emotion Regulation Intervention for Patients in Cardiac Rehabilitation
West J Nurs Res
Wierenga KL, Fresco DM, Alder M, Moore SM.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Dynamic models of stress-smoking responses based on high-frequency sensor data
NPJ Digit Med
Hojjatinia S, Daly ER, Hnat T, Hossain SM, Kumar S, Lagoa CM, Nahum-Shani I, Samiei SA, Spring B, Conroy DE.
Optimization Methods and Implementation Science: An Opportunity for Behavioral and Biobehavioral Interventions
Implement Res Pract
Guastaferro K, Collins LM.
From psychological to physical health: Exploring temporal precedence throughout emotion regulation therapy
J Anxiety Disord
Renna ME, O'Toole MS, Fresco DM, Heimberg RG, Mennin DS.
Sense2Stop: A micro-randomized trial using wearable sensors to optimize a just-in-time-adaptive stress management intervention for smoking relapse prevention
Contemp Clin Trials
Battalio SL, Conroy DE, Dempsey W, Liao P, Menictas M, Murphy S, Nahum-Shani I, Qian T, Kumar S, Spring B.
Application of community – engaged dissemination and implementation science to improve health equity
Prev Med Rep
Schlechter CR, Del Fiol G, Lam CY, Fernandez ME, Greene T, Yack M, Schulthies S, Nelson M, Bohner C, Pruhs A, Siaperas T, Kawamoto K, Gibson B, Nahum-Shani I, Walker TJ, Wetter DW.
It’s quality and quantity: the effect of the amount of comments on online suicidal posts
Proc Conf Empir Methods Nat Lang Process
Low DM, Zuromski KL, Kessler D, Ghosh SS, Nock M, Dempsey W.
Toward a Just-in-Time Adaptive Intervention to Reduce Emerging Adult Alcohol Use: Testing Approaches for Identifying When to Intervene
Subst Use Misuse
Coughlin LN, Nahum-Shani I, Bonar EE, Philyaw-Kotov ML, Rabbi M, Klasnja P, Walton MA.
Microrandomized Trial Design for Evaluating Just-in-Time Adaptive Interventions Through Mobile Health Technologies for Cardiovascular Disease
Circ Cardiovasc Qual Outcomes
Golbus JR, Dempsey W, Jackson EA, Nallamothu BK, Klasnja P.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychol
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
The impact of emotion regulation therapy on emotion differentiation in psychologically distressed caregivers of cancer patients
Anxiety Stress Coping
Mikkelsen MB, Elkjær E, Mennin DS, Fresco DM, Zachariae R, Applebaum A, O'Toole MS.
A Pilot Study Using Frequent Inpatient Assessments of Suicidal Thinking to Predict Short-Term Postdischarge Suicidal Behavior
JAMA Netw Open
Wang SB, Coppersmith DDL, Kleiman EM, Bentley KH, Millner AJ, Fortgang R, Mair P, Dempsey W, Huffman JC, Nock MK.
Main outcomes of M-bridge: A sequential multiple assignment randomized trial (SMART) for developing an adaptive preventive intervention for college drinking
J Consult Clin Psychol
Patrick ME, Lyden GR, Morrell N, Mehus CJ, Gunlicks-Stoessel M, Lee CM, King CA, Bonar EE, Nahum-Shani I, Almirall D, Larimer ME, Vock DM.
Workflow analysis for design of an electronic health record-based tobacco cessation intervention in community health centers
JAMIA Open
Gibson B, Kramer H, Weir C, Fiol G, Borbolla D, Schlechter CR, Lam C, Nelson M, Bohner C, Schulthies S, Sieperas T, Pruhs A, Nahum-Shani I, Fernandez ME, Wetter DW.
Developing an Adaptive Mobile Intervention to Address Risky Substance Use Among Adolescents and Emerging Adults: Usability Study
JMIR Mhealth Uhealth
Coughlin LN, Nahum-Shani I, Philyaw-Kotov ML, Bonar EE, Rabbi M, Klasnja P, Murphy S, Walton MA.
Black and Latino Persons Living with HIV Evidence Risk and Resilience in the Context of COVID-19: A Mixed-Methods Study of the Early Phase of the Pandemic
AIDS Behav
Gwadz M, Campos S, Freeman R, Cleland CM, Wilton L, Sherpa D, Ritchie AS, Hawkins RL, Allen JY, Martinez BY, Dorsen C, Collins LM, Hroncich T, Cluesman SR, Leonard NR.
A Hybrid Evaluation-Optimization Trial to Evaluate an Intervention Targeting the Intersection of Alcohol and Sex in College Students and Simultaneously Test an Additional Component Aimed at Preventing Sexual Violence
Ann Behav Med
Tanner AE, Guastaferro KM, Rulison KL, Wyrick DL, Milroy JJ, Bhandari S, Thorpe S, Ware S, Miller AM, Collins LM.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
J Child Psychol Psychiatry
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Using Intensive Longitudinal Data to Identify Early Predictors of Suicide-Related Outcomes in High-Risk Adolescents: Practical and Conceptual Considerations
Assessment
Czyz EK, Yap JRT, King CA, Nahum-Shani I.
Are behaviour change techniques and intervention features associated with effectiveness of digital cardiac rehabilitation programmes? A systematic review protocol
HRB Open Res
Kenny E, McEvoy JW, McSharry J, Collins LM, Taylor RS, Byrne M.
Understanding Medical Distrust Among African American/Black and Latino Persons Living With HIV With Sub-Optimal Engagement Along the HIV Care Continuum: A Machine Learning Approach
Sage Open
He N, Cleland CM, Gwadz M, Sherpa D, Ritchie AS, Martinez BY, Collins LM.
Stopping, starting, and sustaining HIV antiretroviral therapy: a mixed-methods exploration among African American/Black and Latino long-term survivors of HIV in an urban context
BMC Public Health
Gwadz M, Cleland CM, Freeman R, Wilton L, Collins LM, L Hawkins R, Ritchie AS, Leonard NR, Jonas DF, Korman A, Cluesman S, He N, Sherpa D.
Evaluating four motivation-phase intervention components for use with primary care patients unwilling to quit smoking: a randomized factorial experiment
Addiction
Cook JW, Baker TB, Fiore MC, Collins LM, Piper ME, Schlam TR, Bolt DM, Smith SS, Zwaga D, Jorenby DE, Mermelstein R.
Consensus Statement on Ethical & Safety Practices for Conducting Digital Monitoring Studies with People at Risk of Suicide and Related Behaviors
Psychiatr Res Clin Pract
Nock MK, Kleiman EM, Abraham M, Bentley KH, Brent DA, Buonopane RJ, Castro-Ramirez F, Cha CB, Dempsey W, Draper J, Glenn CR, Harkavy-Friedman J, Hollander MR, Huffman JC, Lee HIS, Millner AJ, Mou D, Onnela JP, Picard RW, Quay HM, Rankin O, Sewards S, Torous J, Wheelis J, Whiteside U, Siegel G, Ordóñez AE, Pearson JL.
Moderators and mediators of emotion regulation therapy for psychologically distressed caregivers of cancer patients: secondary analyses from a randomized controlled trial
Acta Oncol
O'Toole MS, Mennin DS, Applebaum AJ, Fresco DM, Zachariae R.
Inside the Clockwork of the ECHO Factorial Trial: A Conceptual Model With Proposed Mediators for Prevention of Emotional Problems in Children
Front Psychol
Ingul JM, Martinsen K, Adolfsen F, Sund AM, Ytreland K, Bania EV, Lisøy C, Rasmussen LP, Haug IM, Patras J, Collins LM, Kendall PC, Neumer SP.
Does Dispositional Mindfulness Predict Cardiovascular Reactivity to Emotional Stress in Prehypertension? Latent Growth Curve Analyses from the Serenity Study
Mindfulness (N Y)
Chin GR, Greeson JM, Hughes JW, Fresco DM.
African American/Black and Latino Adults with Detectable HIV Viral Load Evidence Substantial Risk for Polysubstance Substance Use and Co-occurring Problems: A Latent Class Analysis
AIDS Behav
Cleland CM, Gwadz M, Collins LM, Wilton L, Sherpa D, Dorsen C, Leonard NR, Cluesman SR, Martinez BY, Ritchie AS, Ayvazyan M.
A Digital Health Intervention (SweetGoals) for Young Adults With Type 1 Diabetes: Protocol for a Factorial Randomized Trial
JMIR Res Protoc
Stanger C, Kowatsch T, Xie H, Nahum-Shani I, Lim-Liberty F, Anderson M, Santhanam P, Kaden S, Rosenberg B.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemp Clin Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
Statistical Inference with M-Estimators on Adaptively Collected Data
Adv Neural Inf Process Syst
Zhang KW, Janson L, Murphy SA.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Building a Coaching Culture-The Roles of Coaches, Mentors, and Sponsors
J Public Health Manag Pract
Baker EL, Hengelbrok H, Murphy SA, Gilkey R.
Conducting Successful Virtual Meetings While Managing COVID Fatigue
J Public Health Manag Pract
Baker EL, Murphy SA.
A Systematic Approach to Job Transitions-Finding Your Way and Landing in Your Best Place
J Public Health Manag Pract
Baker EL, Murphy SA.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychol
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment
JMIR Res Protoc
Psihogios AM, Rabbi M, Ahmed A, McKelvey ER, Li Y, Laurenceau JP, Hunger SP, Fleisher L, Pai AL, Schwartz LA, Murphy SA, Barakat LP.
Innovative Health Care Delivery: The Scientific and Regulatory Challenges in Designing mHealth Interventions
NAM Perspect
Saghafian S, Murphy SA.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Sample size considerations for comparing dynamic treatment regimens in a sequential multiple-assignment randomized trial with a continuous longitudinal outcome
Statistical Methods in Medical Research
Seewald NJ, Kidwell KM, Nahum-Shani I, Wu T, McKay JR, Almirall D.
The Balanced Opioid Initiative: protocol for a clustered, sequential, multiple-assignment randomized trial to construct an adaptive implementation strategy to improve guideline-concordant opioid prescribing in primary care
Implementation Science
Quanbeck A, Almirall D, Jacobson N, Brown RT, Landeck JK, Madden L, Cohen A, Deyo BMF, Robinson J, Johnson RA, Schumacher N.
A sequential multiple assignment randomized trial (SMART) protocol for empirically developing an adaptive preventive intervention for college student drinking reduction
Contemporary Clinical Trials
Patrick ME, Boatman JA, Morrell N, Wagner AC, Lyden GR, Nahum-Shani I, King CA, Bonar EE, Lee CM, Larimer ME, Vock DM, Almirall D.
SMART longitudinal analysis: A tutorial for using repeated outcome measures from SMART studies to compare adaptive interventions
Psychological Methods
Nahum-Shani I, Almirall D, Yap JRT, McKay JR, Lynch KG, Freiheit EA, Dziak JJ.
Sample size considerations for comparing dynamic treatment regimens in a sequential multiple-assignment randomized trial with a continuous longitudinal outcome
Stat Methods Med Res
Seewald NJ, Kidwell KM, Nahum-Shani I, Wu T, McKay JR, Almirall D.
Emotion Regulation Therapy and Its Potential Role in the Treatment of Chronic Stress-Related Pathology Across Disorders
Chronic Stress (Thousand Oaks)
Renna ME, Fresco DM, Mennin DS.
Neural Processing and Perceived Discrimination Stress in African Americans
Nurs Res
Wright KD, Jack AI, Friedman JP, Jones LM, Sattar A, Fresco DM, Moore SM.
Identifying optimal level-of-care placement decisions for adolescent substance use treatment
Drug Alcohol Depend
Agniel D, Almirall D, Burkhart Q, Grant S, Hunter SB, Pedersen ER, Ramchand R, Griffin BA.
Developments in Mobile Health Just-in-Time Adaptive Interventions for Addiction Science
Curr Addict Rep
Carpenter SM, Menictas M, Nahum-Shani I, Wetter DW, Murphy SA.
Neural correlates of mindful emotion regulation in high and low ruminators
Sci Rep
Rosenbaum D, Kroczek AM, Hudak J, Rubel J, Maier MJ, Sorg T, Weisbender L, Goldau L, Mennin D, Fresco DM, Fallgatter AJ, Ehlis AC.
A Robust Functional EM Algorithm for Incomplete Panel Count Data
Adv Neural Inf Process Syst
Moreno A, Wu Z, Yap J, Lam C, Wetter DW, Nahum-Shani I, Dempsey W, Rehg JM.
Measurement Invariance of the Ruminative Responses Scale Across Gender
Assessment
Whisman MA, Miranda R, Fresco DM, Heimberg RG, Jeglic EL, Weinstock LM.
A sequential multiple assignment randomized trial (SMART) protocol for empirically developing an adaptive preventive intervention for college student drinking reduction
Contemp Clin Trials
Patrick ME, Boatman JA, Morrell N, Wagner AC, Lyden GR, Nahum-Shani I, King CA, Bonar EE, Lee CM, Larimer ME, Vock DM, Almirall D.
Emotion regulation therapy for cancer caregivers-an open trial of a mechanism-targeted approach to addressing caregiver distress
Transl Behav Med
Applebaum AJ, Panjwani AA, Buda K, O'Toole MS, Hoyt MA, Garcia A, Fresco DM, Mennin DS.
A comparison of decentering across demographic groups and meditation experience: Support for the measurement invariance of the Experiences Questionnaire
Psychol Assess
Naragon-Gainey K, McMahon TP, Strowger M, Lackner RJ, Seah THS, Moore MT, Fresco DM.
The Stratified Micro-Randomized Trial Design: Sample Size Considerations for Testing Nested Causal Effects of Time-Varying Treatments
Ann Appl Stat
Dempsey W, Liao P, Kumar S, Murphy SA.
Noninferiority and equivalence tests in sequential, multiple assignment, randomized trials (SMARTs)
Psychol Methods
Ghosh P, Nahum-Shani I, Spring B, Chakraborty B.
Predictors of Smoking Cessation Attempts and Success Following Motivation-Phase Interventions Among People Initially Unwilling to Quit Smoking
Nicotine Tob Res
Klemperer EM, Mermelstein R, Baker TB, Hughes JR, Fiore MC, Piper ME, Schlam TR, Jorenby DE, Collins LM, Cook JW.
SMART longitudinal analysis: A tutorial for using repeated outcome measures from SMART studies to compare adaptive interventions
Psychol Methods
Nahum-Shani I, Almirall D, Yap JRT, McKay JR, Lynch KG, Freiheit EA, Dziak JJ.
The Balanced Opioid Initiative: protocol for a clustered, sequential, multiple-assignment randomized trial to construct an adaptive implementation strategy to improve guideline-concordant opioid prescribing in primary care
Implement Sci
Quanbeck A, Almirall D, Jacobson N, Brown RT, Landeck JK, Madden L, Cohen A, Deyo BMF, Robinson J, Johnson RA, Schumacher N.
Power analysis in a SMART design: sample size estimation for determining the best embedded dynamic treatment regime
Biostatistics
Artman WJ, Nahum-Shani I, Wu T, Mckay JR, Ertefaie A.
Developing a Psychological-Behavioral Intervention in Cardiac Patients Using the Multiphase Optimization Strategy: Lessons Learned From the Field
Ann Behav Med
Huffman JC, Millstein RA, Celano CM, Healy BC, Park ER, Collins LM.
A Factorial Experiment to Optimize Remotely Delivered Behavioral Treatment for Obesity: Results of the Opt-IN Study
Obesity (Silver Spring)
Spring B, Pfammatter AF, Marchese SH, Stump T, Pellegrini C, McFadden HG, Hedeker D, Siddique J, Jordan N, Collins LM.
Inflexible autonomic responses to sadness predict habitual and real-world rumination: A multi-level, multi-wave study
Biol Psychol
Stange JP, Hamilton JL, Shepard R, Wu J, Fresco DM, Alloy LB.
Understanding long-term HIV survivorship among African American/Black and Latinx persons living with HIV in the United States: a qualitative exploration through the lens of symbolic violence
Int J Equity Health
Freeman R, Gwadz M, Wilton L, Collins LM, Dorsen C, Hawkins RL, Silverman E, Martinez BY, Leonard NR, Applegate A, Cluesman S.
QuitSMART Utah: an implementation study protocol for a cluster-randomized, multi-level Sequential Multiple Assignment Randomized Trial to increase Reach and Impact of tobacco cessation treatment in Community Health Centers
Implement Sci
Fernandez ME, Schlechter CR, Del Fiol G, Gibson B, Kawamoto K, Siaperas T, Pruhs A, Greene T, Nahum-Shani I, Schulthies S, Nelson M, Bohner C, Kramer H, Borbolla D, Austin S, Weir C, Walker TW, Lam CY, Wetter DW.
Developments in Mobile Health Just-in-Time Adaptive Interventions for Addiction Science
Curr Addict Rep
Carpenter SM, Menictas M, Nahum-Shani I, Wetter DW, Murphy SA.
THE STRATIFIED MICRO-RANDOMIZED TRIAL DESIGN: SAMPLE SIZE CONSIDERATIONS FOR TESTING NESTED CAUSAL EFFECTS OF TIME-VARYING TREATMENTS
Ann Appl Stat
Dempsey W, Liao P, Kumar S, Murphy SA.
Optimizing an Acceptance and Commitment Therapy Microintervention Via a Mobile App With Two Cohorts: Protocol for Micro-Randomized Trials
JMIR Res Protoc
Kroska EB, Hoel S, Victory A, Murphy SA, McInnis MG, Stowe ZN, Cochran A.
Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study
Stat Sci
Qian T, Klasnja P, Murphy SA.
A neurobehavioral account for decentering as the salve for the distressed mind
Current Opinion in Psychology
King AP, Fresco DM.
The relationships between health information behavior and neural processing in african americans with prehypertension
Journal of the Association for Information Science and Technology
Jones LM, Wright KD, Jack AI, Friedman JP, Fresco DM, Veinot T, Lu W, Moore SM.
All together now: utilizing common functional change principles to unify cognitive behavioral and mindfulness-based therapies
Current Opinion in Psychology
Fresco DM, Mennin DS
A neurobehavioral account for decentering as the salve for the distressed mind
Curr Opin Psychol
King AP, Fresco DM.
Metacognitive processes model of decentering: emerging methods and insights
Curr Opin Psychol
Bernstein A, Hadash Y, Fresco DM.
Tibetan Buddhist monastic debate: Psychological and neuroscientific analysis of a reasoning-based analytical meditation practice
Prog Brain Res
van Vugt MK, Moye A, Pollock J, Johnson B, Bonn-Miller MO, Gyatso K, Thakchoe J, Phuntsok L, Norbu N, Tenzin L, Lodroe T, Lobsang J, Gyaltsen J, Khechok J, Gyaltsen T, Fresco DM.
The selection of comparators for randomized controlled trials of health-related behavioral interventions: recommendations of an NIH expert panel
J Clin Epidemiol
Freedland KE, King AC, Ambrosius WT, Mayo-Wilson E, Mohr DC, Czajkowski SM, Thabane L, Collins LM, Rebok GW, Treweek SP, Cook TD, Edinger JD, Stoney CM, Campo RA, Young-Hyman D, Riley WT; National Institutes of Health Office of Behavioral and Social Sciences Research Expert Panel on Comparator Selection in Behavioral and Social Science Clinical Trials.
All together now: utilizing common functional change principles to unify cognitive behavioral and mindfulness-based therapies
Curr Opin Psychol
Fresco DM, Mennin DS.
The Effect of an HIV Self-Management Intervention on Neurocognitive Behavioral Processing
West J Nurs Res
Webel AR, Schreiner N, Salata RA, Friedman J, Jack AI, Sattar A, Fresco DM, Rodriguez M, Moore S.
Changes in Functional Connectivity Following Treatment With Emotion Regulation Therapy
Front Behav Neurosci
Scult MA, Fresco DM, Gunning FM, Liston C, Seeley SH, García E, Mennin DS.
A Randomized Controlled Trial of Emotion Regulation Therapy for Psychologically Distressed Caregivers of Cancer Patients
JNCI Cancer Spectr
O'Toole MS, Mennin DS, Applebaum A, Weber B, Rose H, Fresco DM, Zachariae R.
Achieving the Goals of Translational Science in Public Health Intervention Research: The Multiphase Optimization Strategy (MOST)
Am J Public Health
Guastaferro K, Collins LM.
A Data Analysis Method for Using Longitudinal Binary Outcome Data from a SMART to Compare Adaptive Interventions
Multivariate Behav Res
Dziak JJ, Yap JRT, Almirall D, McKay JR, Lynch KG, Nahum-Shani I.
Implementation research for public sector mental health care scale-up (SMART-DAPPER): a sequential multiple, assignment randomized trial (SMART) of non-specialist-delivered psychotherapy and/or medication for major depressive disorder and posttraumatic stress disorder (DAPPER) integrated with outpatient care clinics at a county hospital in Kenya
BMC Psychiatry
Levy R, Mathai M, Chatterjee P, Ongeri L, Njuguna S, Onyango D, Akena D, Rota G, Otieno A, Neylan TC, Lukwata H, Kahn JG, Cohen CR, Bukusi D, Aarons GA, Burger R, Blum K, Nahum-Shani I, McCulloch CE, Meffert SM.
The relationships between health information behavior and neural processing in african americans with prehypertension
J Assoc Inf Sci Technol
Jones LM, Wright KD, Jack AI, Friedman JP, Fresco DM, Veinot T, Lu W, Moore SM.
SMART: Study protocol for a sequential multiple assignment randomized controlled trial to optimize weight loss management
Contemp Clin Trials
Pfammatter AF, Nahum-Shani I, DeZelar M, Scanlan L, McFadden HG, Siddique J, Hedeker D, Spring B.
Characterization of Brain Signatures to Add Precision to Self-Management Health Information Interventions
Nurs Res
Moore SM, Musil CM, Jack AI, Alder ML, Fresco DM, Webel A, Wright KD, Sattar A, Higgins P.
Piloting a Sequential, Multiple Assignment, Randomized Trial for Mothers with Attention-Deficit/Hyperactivity Disorder and Their At-Risk Young Children
J Child Adolesc Psychopharmacol
Schoenfelder EN, Chronis-Tuscano A, Strickland J, Almirall D, Stein MA.
Effects of motivation phase intervention components on quit attempts in smokers unwilling to quit: A factorial experiment
Drug Alcohol Depend
Engle JL, Mermelstein R, Baker TB, Smith SS, Schlam TR, Piper ME, Jorenby DE, Collins LM, Cook JW.
Changes in Decentering and Reappraisal Temporally Precede Symptom Reduction During Emotion Regulation Therapy for Generalized Anxiety Disorder With and Without Co-Occurring Depression
Behav Ther
O'Toole MS, Renna ME, Mennin DS, Fresco DM.
Change in Patient Outcomes After Augmenting a Low-level Implementation Strategy in Community Practices That Are Slow to Adopt a Collaborative Chronic Care Model: A Cluster Randomized Implementation Trial
Med Care
Smith SN, Almirall D, Prenovost K, Liebrecht C, Kyle J, Eisenberg D, Bauer MS, Kilbourne AM.
The lingering effects of work context: Ambient work-unit characteristics and the impact of retirement on alcohol consumption
Hum Relat
Nahum-Shani I, Bamberger P.
An Individualized, Data-Driven Digital Approach for Precision Behavior Change
Am J Lifestyle Med
Wongvibulsin S, Martin SS, Saria S, Zeger SL, Murphy SA.
Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps
Ann Behav Med
Klasnja P, Smith S, Seewald NJ, Lee A, Hall K, Luers B, Hekler EB, Murphy SA.
Practical Considerations for Data Collection and Management in Mobile Health Micro-randomized Trials
Stat Biosci
Seewald NJ, Smith SN, Lee AJ, Klasnja P, Murphy SA.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Annals of Behavioral Medicine
Inbal Nahum-Shani, Shawna N Smith, Bonnie Spring, Katie Witkiewitz, Linda M Collins, Ambuj Tewari, S Murphy
Increased Attention Regulation from Emotion Regulation Therapy for Generalized Anxiety Disorder
Cognitive Therapy and Research
Renna ME, Seeley SH, Heimberg RG, Etkin A, Fresco DM, Mennin DS.
A Pilot Study of Emotion Regulation Therapy for Generalized Anxiety and Depression: Findings From a Diverse Sample of Young Adults
Behavior Therapy
Renna ME, Quintero JM, Soffer A, Pino M, Ader L, Fresco DM, Mennin DS.
The use of the mirror tracing persistence task as a measure of distress tolerance in generalized anxiety disorder
Journal of Rational Emotive & Cognitive-Behavior Therapy
Renna ME, Chin S, Seeley SH, Mennin DS, Fresco DM, Heimberg RG.
Optimizing Digital Integrated Care via Micro-Randomized Trials
Clin Pharmacol Ther
Walton A, Nahum-Shani I, Crosby L, Klasnja P, Murphy S.
Developing Optimized Adaptive Interventions in Education
J Res Educ Eff
Almirall D, Kasari C, McCaffrey DF, Nahum-Shani I.
Multilevel factorial designs with experiment-induced clustering
Psychol Methods
Nahum-Shani I, Dziak JJ, Collins LM.
Lung Cancer Screening and Smoking Cessation Clinical Trials. SCALE (Smoking Cessation within the Context of Lung Cancer Screening) Collaboration
Am J Respir Crit Care Med
Joseph AM, Rothman AJ, Almirall D, Begnaud A, Chiles C, Cinciripini PM, Fu SS, Graham AL, Lindgren BR, Melzer AC, Ostroff JS, Seaman EL, Taylor KL, Toll BA, Zeliadt SB, Vock DM.
Just-in-Time but Not Too Much: Determining Treatment Timing in Mobile Health
Proc ACM Interact Mob Wearable Ubiquitous Technol
Liao P, Dempsey W, Sarker H, Hossain SM, Al'absi M, Klasnja P, Murphy S.
Assessing Time-Varying Causal Effect Moderation in Mobile Health
J Am Stat Assoc
Boruvka A, Almirall D, Witkiewitz K, Murphy SA.
Tree-based Reinforcement Learning for Estimating Dynamic Treatment Regimes
Ann Appl Stat
Tao Y, Wang L, Almirall D.
A Randomized Controlled Trial of an Optimized Smoking Treatment Delivered in Primary Care
Ann Behav Med
Piper ME, Cook JW, Schlam TR, Jorenby DE, Smith SS, Collins LM, Mermelstein R, Fraser D, Fiore MC, Baker TB.
Toward Increasing Engagement in Substance Use Data Collection: Development of the Substance Abuse Research Assistant App and Protocol for a Microrandomized Trial Using Adolescents and Emerging Adults
JMIR Res Protoc
Rabbi M, Philyaw Kotov M, Cunningham R, Bonar EE, Nahum-Shani I, Klasnja P, Walton M, Murphy S.
Optimization of a technology-supported physical activity intervention for breast cancer survivors: Fit2Thrive study protocol
Contemp Clin Trials
Phillips SM, Collins LM, Penedo FJ, Courneya KS, Welch W, Cottrell A, Lloyd GR, Gavin K, Cella D, Ackermann RT, Siddique J, Spring B.
Tobacco dependence treatment in the emergency department: A randomized trial using the Multiphase Optimization Strategy
Contemp Clin Trials
Bernstein SL, Dziura J, Weiss J, Miller T, Vickerman KA, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll B.
Prevalence, duration and risk factors for appendicular osteoarthritis in a UK dog population under primary veterinary care
Sci Rep
Anderson KL, O'Neill DG, Brodbelt DC, Church DB, Meeson RL, Sargan D, Summers JF, Zulch H, Collins LM.
Design and Analysis Considerations for Comparing Dynamic Treatment Regimens with Binary Outcomes from Sequential Multiple Assignment Randomized Trials
J Appl Stat
Kidwell KM, Seewald NJ, Tran Q, Kasari C, Almirall D.
Organizational culture and climate as moderators of enhanced outreach for persons with serious mental illness: results from a cluster-randomized trial of adaptive implementation strategies
Implement Sci
Smith SN, Almirall D, Prenovost K, Goodrich DE, Abraham KM, Liebrecht C, Kilbourne AM.
To Prompt or Not to Prompt? A Microrandomized Trial of Time-Varying Push Notifications to Increase Proximal Engagement With a Mobile Health App
JMIR Mhealth Uhealth
Bidargaddi N, Almirall D, Murphy S, Nahum-Shani I, Kovalcik M, Pituch T, Maaieh H, Strecher V.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Ann Behav Med
Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA.
Does college alcohol consumption impact employment upon graduation? Findings from a prospective study
J Appl Psychol
Bamberger PA, Koopmann J, Wang M, Larimer M, Nahum-Shani I, Geisner I, Bacharach SB.
A Pilot Study of Emotion Regulation Therapy for Generalized Anxiety and Depression: Findings From a Diverse Sample of Young Adults
Behav Ther
Renna ME, Quintero JM, Soffer A, Pino M, Ader L, Fresco DM, Mennin DS.
Adaptive School-based Implementation of CBT (ASIC): clustered-SMART for building an optimized adaptive implementation intervention to improve uptake of mental health interventions in schools
Implement Sci
Kilbourne AM, Smith SN, Choi SY, Koschmann E, Liebrecht C, Rusch A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald K, Almirall D.
A randomized controlled trial of emotion regulation therapy for generalized anxiety disorder with and without co-occurring depression
J Consult Clin Psychol
Mennin DS, Fresco DM, O'Toole MS, Heimberg RG.
Optimizing a Positive Psychology Intervention to Promote Health Behaviors After an Acute Coronary Syndrome: The Positive Emotions After Acute Coronary Events III (PEACE-III) Randomized Factorial Trial
Psychosom Med
Celano CM, Albanese AM, Millstein RA, Mastromauro CA, Chung WJ, Campbell KA, Legler SR, Park ER, Healy BC, Collins LM, Januzzi JL, Huffman JC.
Healthy Campus Trial: a multiphase optimization strategy (MOST) fully factorial trial to optimize the smartphone cognitive behavioral therapy (CBT) app for mental health promotion among university students: study protocol for a randomized controlled trial
Trials
Uwatoko T, Luo Y, Sakata M, Kobayashi D, Sakagami Y, Takemoto K, Collins LM, Watkins E, Hollon SD, Wason J, Noma H, Horikoshi M, Kawamura T, Iwami T, Furukawa TA.
Response to discussants of “”survival models and health sequences””
Lifetime Data Anal
Dempsey W, McCullagh P.
From hype to reality: data science enabling personalized medicine
BMC Med
Fröhlich H, Balling R, Beerenwinkel N, Kohlbacher O, Kumar S, Lengauer T, Maathuis MH, Moreau Y, Murphy SA, Przytycka TM, Rebhan M, Röst H, Schuppert A, Schwab M, Spang R, Stekhoven D, Sun J, Weber A, Ziemek D, Zupan B.
Assessing Time-Varying Causal Effect Moderation in Mobile Health
J Am Stat Assoc
Boruvka A, Almirall D, Witkiewitz K, Murphy SA.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Ann Behav Med
Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA.
An Overview of Research and Evaluation Designs for Dissemination and Implementation
Annu Rev Public Health
Brown CH, Curran G, Palinkas LA, Aarons GA, Wells KB, Jones L, Collins LM, Duan N, Mittman BS, Wallace A, Tabak RG, Ducharme L, Chambers DA, Neta G, Wiley T, Landsverk J, Cheung K, Cruden G.
Distinct Functional Connectivities Predict Clinical Response with Emotion Regulation Therapy
Front Hum Neurosci
Fresco DM, Roy AK, Adelsberg S, Seeley S, García-Lesy E, Liston C, Mennin DS.
ewrapper: Operationalizing engagement strategies in mHealth
Proc ACM Int Conf Ubiquitous Comput
Wagner B 3rd, Liu E, Shaw SD, Iakovlev G, Zhou L, Harrington C, Abowd G, Yoon C, Kumar S, Murphy S, Spring B, Nahum-Shani I.
Inflexibility as a Vulnerability to Depression: A Systematic Qualitative Review
Clin Psychol (New York)
Stange JP, Alloy LB, Fresco DM.
iSurvive: An Interpretable, Event-time Prediction Model for mHealth
Proc Mach Learn Res
Dempsey WH, Moreno A, Scott CK, Dennis ML, Gustafson DH, Murphy SA, Rehg JM.
Implementing Clinical Research Using Factorial Designs: A Primer
Behav Ther
Baker TB, Smith SS, Bolt DM, Loh WY, Mermelstein R, Fiore MC, Piper ME, Collins LM.
Autonomic reactivity and vulnerability to depression: A multi-wave study
Emotion
Stange JP, Hamilton JL, Olino TM, Fresco DM, Alloy LB.
A SMART data analysis method for constructing adaptive treatment strategies for substance use disorders
Addiction
Nahum-Shani I, Ertefaie A, Lu XL, Lynch KG, McKay JR, Oslin DW, Almirall D.
Emotion Regulation Therapy: A Mechanism-Targeted Treatment for Disorders of Distress
Front Psychol
Renna ME, Quintero JM, Fresco DM, Mennin DS.
SARA: A Mobile App to Engage Users in Health Data Collection
Proc ACM Int Conf Ubiquitous Comput
Rabbi M, Philyaw-Kotov M, Lee J, Mansour A, Dent L, Wang X, Cunningham R, Bonar E, Nahum-Shani I, Klasnja P, Walton M, Murphy S.
Flexible parasympathetic responses to sadness facilitate spontaneous affect regulation
Psychophysiology
Stange JP, Hamilton JL, Fresco DM, Alloy LB.
Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K)
IEEE Pervasive Comput
Kumar S, Abowd G, Abraham WT, al'Absi M, Chau DHP, Ertin E, Estrin D, Ganesan D, Hnat T, Hossain SM, Ives Z, Kerr J, Marlin BM, Murphy S, Rehg JM, Nahum-Shani I, Shetty V, Sim I, Spring B, Srivastava M, Wetter D.
Program for lung cancer screening and tobacco cessation: Study protocol of a sequential, multiple assignment, randomized trial
Contemp Clin Trials
Fu SS, Rothman AJ, Vock DM, Lindgren B, Almirall D, Begnaud A, Melzer A, Schertz K, Glaeser S, Hammett P, Joseph AM.
Implementing Effective Policy in a National Mental Health Reengagement Program for Veterans
J Nerv Ment Dis
Smith SN, Lai Z, Almirall D, Goodrich DE, Abraham KM, Nord KM, Kilbourne AM.
Toward precision smoking cessation treatment I: Moderator results from a factorial experiment
Drug Alcohol Depend
Piper ME, Schlam TR, Cook JW, Smith SS, Bolt DM, Loh WY, Mermelstein R, Collins LM, Fiore MC, Baker TB.
Exchangeable Markov survival processes and weak continuity of predictive distributions
Electron J Stat
Dempsey W, McCullagh P.
The Right Tool for the Job: Choosing Between Covariate-balancing and Generalized Boosted Model Propensity Scores
Epidemiology
Setodji CM, McCaffrey DF, Burgette LF, Almirall D, Griffin BA.
Perseverate or decenter? Differential effects of metacognition on the relationship between parasympathetic inflexibility and symptoms of depression in a multi-wave study
Behav Res Ther
Stange JP, Hamilton JL, Fresco DM, Alloy LB.
Comparing cluster-level dynamic treatment regimens using sequential, multiple assignment, randomized trials: Regression estimation and sample size considerations
Stat Methods Med Res
NeCamp T, Kilbourne A, Almirall D.
Developing adaptive interventions for adolescent substance use treatment settings: protocol of an observational, mixed-methods project
Addict Sci Clin Pract
Grant S, Agniel D, Almirall D, Burkhart Q, Hunter SB, McCaffrey DF, Pedersen ER, Ramchand R, Griffin BA.
Improving Physical Health in Patients With Chronic Mental Disorders: Twelve-Month Results From a Randomized Controlled Collaborative Care Trial
J Clin Psychiatry
Kilbourne AM, Barbaresso MM, Lai Z, Nord KM, Bramlet M, Goodrich DE, Post EP, Almirall D, Bauer MS.
Toward precision smoking cessation treatment II: Proximal effects of smoking cessation intervention components on putative mechanisms of action
Drug Alcohol Depend
Piper ME, Cook JW, Schlam TR, Smith SS, Bolt DM, Collins LM, Mermelstein R, Fiore MC, Baker TB.
Using the multiphase optimization strategy (MOST) to optimize an HIV care continuum intervention for vulnerable populations: a study protocol
BMC Public Health
Gwadz MV, Collins LM, Cleland CM, Leonard NR, Wilton L, Gandhi M, Scott Braithwaite R, Perlman DC, Kutnick A, Ritchie AS.
The Positive Emotions after Acute Coronary Events behavioral health intervention: Design, rationale, and preliminary feasibility of a factorial design study
Clin Trials
Huffman JC, Albanese AM, Campbell KA, Celano CM, Millstein RA, Mastromauro CA, Healy BC, Chung WJ, Januzzi JL, Collins LM, Park ER.
iSurvive: An Interpretable, Event-time Prediction Model for mHealth
Proc Mach Learn Res
Dempsey WH, Moreno A, Scott CK, Dennis ML, Gustafson DH, Murphy SA, Rehg JM.
A multiple imputation strategy for sequential multiple assignment randomized trials
Stat Med
Shortreed SM, Laber E, Scott Stroup T, Pineau J, Murphy SA.
Evaluating Digital Health Interventions: Key Questions and Approaches
Am J Prev Med
Murray E, Hekler EB, Andersson G, Collins LM, Doherty A, Hollis C, Rivera DE, West R, Wyatt JC.
Utilizing MOST frameworks and SMART designs for intervention research
Nurs Outlook
Wilbur J, Kolanowski AM, Collins LM.
Adaptive Interventions in Child and Adolescent Mental Health
J Clin Child Adolesc Psychol
Almirall D, Chronis-Tuscano A.
Comparing dynamic treatment regimes using repeated-measures outcomes: modeling considerations in SMART studies
Stat Med
Lu X, Nahum-Shani I, Kasari C, Lynch KG, Oslin DW, Pelham WE, Fabiano G, Almirall D.
A sample size calculator for SMART pilot studies
SIAM Undergrad Res Online
Kim H, Ionides E, Almirall D.
Development of a self-distancing task and initial validation of responses
Psychol Assess
Shepherd KA, Coifman KG, Matt LM, Fresco DM.
Advancing Models and Theories for Digital Behavior Change Interventions
Am J Prev Med
Hekler EB, Michie S, Pavel M, Rivera DE, Collins LM, Jimison HB, Garnett C, Parral S, Spruijt-Metz D.
The BestFIT trial: A SMART approach to developing individualized weight loss treatments
Contemp Clin Trials
Sherwood NE, Butryn ML, Forman EM, Almirall D, Seburg EM, Lauren Crain A, Kunin-Batson AS, Hayes MG, Levy RL, Jeffery RW.
Clarifying the unique associations among intolerance of uncertainty, anxiety, and depression
Cogn Behav Ther
Jensen D, Cohen JN, Mennin DS, Fresco DM, Heimberg RG.
Impact of Comorbid Depressive Disorders on Subjective and Physiological Responses to Emotion in Generalized Anxiety Disorder
Cognit Ther Res
Seeley SH, Mennin DS, Aldao A, McLaughlin KA, Rottenberg J, Fresco DM.
Optimization of Multicomponent Behavioral and Biobehavioral Interventions for the Prevention and Treatment of HIV/AIDS
AIDS Behav
Collins LM, Kugler KC, Gwadz MV.
A Pilot SMART for Developing an Adaptive Treatment Strategy for Adolescent Depression
J Clin Child Adolesc Psychol
Gunlicks-Stoessel M, Mufson L, Westervelt A, Almirall D, Murphy S.
Longitudinal Effects of Adaptive Interventions With a Speech-Generating Device in Minimally Verbal Children With ASD
J Clin Child Adolesc Psychol
Almirall D, DiStefano C, Chang YC, Shire S, Kaiser A, Lu X, Nahum-Shani I, Landa R, Mathy P, Kasari C.
Identifying a set that contains the best dynamic treatment regimes
Biostatistics
Ertefaie A, Wu T, Lynch KG, Nahum-Shani I.
Identifying effective intervention components for smoking cessation: a factorial screening experiment
Addiction
Piper ME, Fiore MC, Smith SS, Fraser D, Bolt DM, Collins LM, Mermelstein R, Schlam TR, Cook JW, Jorenby DE, Loh WY, Baker TB.
Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions
J Clin Child Adolesc Psychol
Pelham WE Jr, Fabiano GA, Waxmonsky JG, Greiner AR, Gnagy EM, Pelham WE 3rd, Coxe S, Verley J, Bhatia I, Hart K, Karch K, Konijnendijk E, Tresco K, Nahum-Shani I, Murphy SA.
Trait anxiety and attenuated negative affect differentiation: a vulnerability factor to consider?
Anxiety Stress Coping
Matt LM, Fresco DM, Coifman KG.
Finding Significant Stress Episodes in a Discontinuous Time Series of Rapidly Varying Mobile Sensor Data
Proc SIGCHI Conf Hum Factor Comput Syst
Sarker H, Tyburski M, Rahman MM, Hovsepian K, Sharmin M, Epstein DH, Preston KL, Furr-Holden CD, Milam A, Nahum-Shani I, al'Absi M, Kumar S.
Interaction effect of brooding rumination and interoceptive awareness on depression and anxiety symptoms
Behav Res Ther
Lackner RJ, Fresco DM.
Personalized Treatment of Mothers With ADHD and Their Young At-Risk Children: A SMART Pilot
J Clin Child Adolesc Psychol
Chronis-Tuscano A, Wang CH, Strickland J, Almirall D, Stein MA.
Comparative effectiveness of intervention components for producing long-term abstinence from smoking: a factorial screening experiment
Addiction
Schlam TR, Fiore MC, Smith SS, Fraser D, Bolt DM, Collins LM, Mermelstein R, Piper ME, Cook JW, Jorenby DE, Loh WY, Baker TB.
Enhancing the effectiveness of smoking treatment research: conceptual bases and progress
Addiction
Baker TB, Collins LM, Mermelstein R, Piper ME, Schlam TR, Cook JW, Bolt DM, Smith SS, Jorenby DE, Fraser D, Loh WY, Theobald WE, Fiore MC.
Mining Health App Data to Find More and Less Successful Weight Loss Subgroups
J Med Internet Res
Serrano KJ, Yu M, Coa KI, Collins LM, Atienza AA.
Implementing multifactorial psychotherapy research in online virtual environments (IMPROVE-2): study protocol for a phase III trial of the MOST randomized component selection method for internet cognitive-behavioural therapy for depression
BMC Psychiatry
Watkins E, Newbold A, Tester-Jones M, Javaid M, Cadman J, Collins LM, Graham J, Mostazir M.
Comparative effectiveness of motivation phase intervention components for use with smokers unwilling to quit: a factorial screening experiment
Addiction
Cook JW, Collins LM, Fiore MC, Smith SS, Fraser D, Bolt DM, Baker TB, Piper ME, Schlam TR, Jorenby D, Loh WY, Mermelstein R.
Sample size calculations for micro-randomized trials in mHealth
Stat Med
Liao P, Klasnja P, Tewari A, Murphy SA.
Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions
J Clin Child Adolesc Psychol
Pelham WE Jr, Fabiano GA, Waxmonsky JG, Greiner AR, Gnagy EM, Pelham WE 3rd, Coxe S, Verley J, Bhatia I, Hart K, Karch K, Konijnendijk E, Tresco K, Nahum-Shani I, Murphy SA.
Decentering and Related Constructs: A Critical Review and Metacognitive Processes Model
Perspect Psychol Sci
Bernstein A, Hadash Y, Lichtash Y, Tanay G, Shepherd K, Fresco DM.
Mindfulness and Cardiovascular Disease Risk: State of the Evidence, Plausible Mechanisms, and Theoretical Framework
Curr Cardiol Rep
Loucks EB, Schuman-Olivier Z, Britton WB, Fresco DM, Desbordes G, Brewer JA, Fulwiler C.
Randomised trials for the Fitbit generation
Signif (Oxf)
Dempsey W, Liao P, Klasnja P, Nahum-Shani I, Murphy SA.
Center of excellence for mobile sensor data-to-knowledge (MD2K)
J Am Med Inform Assoc
Kumar S, Abowd GD, Abraham WT, al'Absi M, Beck JG, Chau DH, Condie T, Conroy DE, Ertin E, Estrin D, Ganesan D, Lam C, Marlin B, Marsh CB, Murphy SA, Nahum-Shani I, Patrick K, Rehg JM, Sharmin M, Shetty V, Sim I, Spring B, Srivastava M, Wetter DW.
Trajectories of change in youth anxiety during cognitive-behavior therapy
J Consult Clin Psychol
Peris TS, Compton SN, Kendall PC, Birmaher B, Sherrill J, March J, Gosch E, Ginsburg G, Rynn M, McCracken JT, Keeton CP, Sakolsky D, Suveg C, Aschenbrand S, Almirall D, Iyengar S, Walkup JT, Albano AM, Piacentini J.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions
Health Psychol
Klasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA.
AN OPEN TRIAL OF EMOTION REGULATION THERAPY FOR GENERALIZED ANXIETY DISORDER AND COOCCURRING DEPRESSION
Depress Anxiety
Mennin DS, Fresco DM, Ritter M, Heimberg RG.
Change in Decentering Mediates Improvement in Anxiety in Mindfulness-Based Stress Reduction for Generalized Anxiety Disorder
Cognit Ther Res
Hoge EA, Bui E, Goetter E, Robinaugh DJ, Ojserkis RA, Fresco DM, Simon NM.
Reengaging veterans with serious mental illness into care: preliminary results from a national randomized trial
Psychiatr Serv
Kilbourne AM, Goodrich DE, Lai Z, Almirall D, Nord KM, Bowersox NW, Abraham KM.
Comparative Effectiveness Research: A Roadmap for Physical Activity and Lifestyle
Med Sci Sports Exerc
Jakicic JM, Sox H, Blair SN, Bensink M, Johnson WG, King AC, Lee IM, Nahum-Shani I, Sallis JF, Sallis RE, Craft L, Whitehead JR, Ainsworth BE.
Visualization of Time-Series Sensor Data to Inform the Design of Just-In-Time Adaptive Stress Interventions
Proc ACM Int Conf Ubiquitous Comput
Sharmin M, Raij A, Epstien D, Nahum-Shani I, Beck JG, Vhaduri S, Preston K, Kumar S.
Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework
Health Psychol
Nahum-Shani I, Hekler EB, Spruijt-Metz D.
Explanatory flexibility and explanatory style in treatment-seeking clients with Axis I psychopathology
Cognit Ther Res
Lackner RJ, Moore MT, Minerovic J, Fresco DM.
Advancing Emotion Regulation Perspectives on Psychopathology: The Challenge of Distress Disorders
Psychol Inq
Mennin DS, Fresco DM.
Corrigendum to “”Optimization of remotely delivered intensive lifestyle treatment for obesity using the Multiphase Optimization Strategy: Opt-IN study protocol”” [Contemp. Clin. Trials 38 (2014) 251-259]
Contemp Clin Trials
Pellegrini CA, Hoffman SA, Collins LM, Spring B.
Randomised trials for the Fitbit generation
Signif (Oxf)
Dempsey W, Liao P, Klasnja P, Nahum-Shani I, Murphy SA.
Center of excellence for mobile sensor data-to-knowledge (MD2K)
J Am Med Inform Assoc
Kumar S, Abowd GD, Abraham WT, al'Absi M, Beck JG, Chau DH, Condie T, Conroy DE, Ertin E, Estrin D, Ganesan D, Lam C, Marlin B, Marsh CB, Murphy SA, Nahum-Shani I, Patrick K, Rehg JM, Sharmin M, Shetty V, Sim I, Spring B, Srivastava M, Wetter DW.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions
Health Psychol
Klasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA.
Benchmarking participation of Canadian university health sciences librarians in systematic reviews
J Med Libr Assoc
Murphy SA, Boden C.
Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART)
Clin Trials
Collins LM, Nahum-Shani I, Almirall D.
Factorial experiments: efficient tools for evaluation of intervention components
Am J Prev Med
Collins LM, Dziak JJ, Kugler KC, Trail JB.
Functional data analysis for dynamical system identification of behavioral processes
Psychol Methods
Trail JB, Collins LM, Rivera DE, Li R, Piper ME, Baker TB.
Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research
Transl Behav Med
Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA.
An exploratory analysis of the factor structure of the Dysfunctional Attitude Scale-Form A (DAS)
Assessment
Moore MT, Fresco DM, Segal ZV, Brown TA.
Communication interventions for minimally verbal children with autism: a sequential multiple assignment randomized trial
J Am Acad Child Adolesc Psychiatry
Kasari C, Kaiser A, Goods K, Nietfeld J, Mathy P, Landa R, Murphy S, Almirall D.
Predictors and moderators of treatment response in childhood anxiety disorders: results from the CAMS trial
J Consult Clin Psychol
Compton SN, Peris TS, Almirall D, Birmaher B, Sherrill J, Kendall PC, March JS, Gosch EA, Ginsburg GS, Rynn MA, Piacentini JC, McCracken JT, Keeton CP, Suveg CM, Aschenbrand SG, Sakolsky D, Iyengar S, Walkup JT, Albano AM.
Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals
Stat Med
Almirall D, Griffin BA, McCaffrey DF, Ramchand R, Yuen RA, Murphy SA.
A dynamical systems approach to understanding self-regulation in smoking cessation behavior change
Nicotine Tob Res
Timms KP, Rivera DE, Collins LM, Piper ME.
Effectiveness of treatment for adolescent substance use: is biological drug testing sufficient?
J Stud Alcohol Drugs
Schuler MS, Griffin BA, Ramchand R, Almirall D, McCaffrey DF.
Using the GAD-Q-IV to identify generalized anxiety disorder in psychiatric treatment seeking and primary care medical samples
J Anxiety Disord
Moore MT, Anderson NL, Barnes JM, Haigh EA, Fresco DM.
Continuous-Time System Identification of a Smoking Cessation Intervention
Int J Control
Timms KP, Rivera DE, Collins LM, Piper ME.
Evaluating individual intervention components: making decisions based on the results of a factorial screening experiment
Transl Behav Med
Collins LM, Trail JB, Kugler KC, Baker TB, Piper ME, Mermelstein RJ.
Supervisor support: does supervisor support buffer or exacerbate the adverse effects of supervisor undermining?
J Appl Psychol
Nahum-Shani I, Henderson MM, Lim S, Vinokur AD.
Youths’ substance use and changes in parental knowledge-related behaviors during middle school: a person-oriented approach
J Youth Adolesc
Lippold MA, Greenberg MT, Collins LM.
Do improvements in substance use and mental health symptoms during treatment translate to long-term outcomes in the opposite domain?
J Subst Abuse Treat
Ramchand R, Griffin BA, Slaughter ME, Almirall D, McCaffrey DF.
Optimization of remotely delivered intensive lifestyle treatment for obesity using the Multiphase Optimization Strategy: Opt-IN study protocol
Contemp Clin Trials
Pellegrini CA, Hoffman SA, Collins LM, Spring B.
Enhancing outreach for persons with serious mental illness: 12-month results from a cluster randomized trial of an adaptive implementation strategy
Implement Sci
Kilbourne AM, Almirall D, Goodrich DE, Lai Z, Abraham KM, Nord KM, Bowersox NW.
Moving beyond the treatment package approach to developing behavioral interventions: addressing questions that arose during an application of the Multiphase Optimization Strategy (MOST)
Transl Behav Med
Wyrick DL, Rulison KL, Fearnow-Kenney M, Milroy JJ, Collins LM.
SMI life goals: description of a randomized trial of a collaborative care model to improve outcomes for persons with serious mental illness
Contemp Clin Trials
Kilbourne AM, Bramlet M, Barbaresso MM, Nord KM, Goodrich DE, Lai Z, Post EP, Almirall D, Verchinina L, Duffy SA, Bauer MS.
Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders program
Implement Sci
Kilbourne AM, Almirall D, Eisenberg D, Waxmonsky J, Goodrich DE, Fortney JC, Kirchner JE, Solberg LI, Main D, Bauer MS, Kyle J, Murphy SA, Nord KM, Thomas MR.
Estimating the causal effects of cumulative treatment episodes for adolescents using marginal structural models and inverse probability of treatment weighting
Drug Alcohol Depend
Griffin BA, Ramchand R, Almirall D, Slaughter ME, Burgette LF, McCaffery DF.
A Hybrid Model Predictive Control Strategy for Optimizing a Smoking Cessation Intervention
Proc Am Control Conf
Timms KP, Rivera DE, Piper ME, Collins LM.
Summary of the SRNT treatment network Webinar: getting SMART about developing individualized sequences of health interventions
Nicotine Tob Res
Almirall D, Blalock JA.
Dynamic treatment regimes: technical challenges and applications
Electron J Stat
Laber EB, Lizotte DJ, Qian M, Pelham WE, Murphy SA.
A multiple imputation strategy for sequential multiple assignment randomized trials
Stat Med
Shortreed SM, Laber E, Scott Stroup T, Pineau J, Murphy SA.
Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals
Stat Med
Almirall D, Griffin BA, McCaffrey DF, Ramchand R, Yuen RA, Murphy SA.
Designing adaptive intensive interventions using methods from engineering
J Consult Clin Psychol
Lagoa CM, Bekiroglu K, Lanza ST, Murphy SA.
Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research
Transl Behav Med
Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA.
Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders program
Implement Sci
Kilbourne AM, Almirall D, Eisenberg D, Waxmonsky J, Goodrich DE, Fortney JC, Kirchner JE, Solberg LI, Main D, Bauer MS, Kyle J, Murphy SA, Nord KM, Thomas MR.
A tutorial on propensity score estimation for multiple treatments using generalized boosted models
Stat Med
McCaffrey DF, Griffin BA, Almirall D, Slaughter ME, Ramchand R, Burgette LF.
Subgroups analysis when treatment and moderators are time-varying
Prev Sci
Almirall D, McCaffrey DF, Ramchand R, Murphy SA.
Emotion Regulation Therapy for Generalized Anxiety Disorder
Cogn Behav Pract
Fresco DM, Mennin DS, Heimberg RG, Ritter M.
Some methodological considerations in theory-based health behavior research
Health Psychol
Collins LM, MacKinnon DP, Reeve BB.
Randomized controlled trial of mindfulness-based stress reduction for prehypertension
Psychosom Med
Hughes JW, Fresco DM, Myerscough R, van Dulmen MH, Carlson LE, Josephson R.
United we stand: emphasizing commonalities across cognitive-behavioral therapies
Behav Ther
Mennin DS, Ellard KK, Fresco DM, Gross JJ.
Recruiting and engaging smokers in treatment in a primary care setting: developing a chronic care model implemented through a modified electronic health record
Transl Behav Med
Piper ME, Baker TB, Mermelstein R, Collins LM, Fraser DL, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Oguss M, Fiore MC.
Parental knowledge and youth risky behavior: a person oriented approach
J Youth Adolesc
Lippold MA, Greenberg MT, Collins LM.
Considering patient diet preference to optimize weight loss: design considerations of a randomized trial investigating the impact of choice
Contemp Clin Trials
Yancy WS Jr, Coffman CJ, Geiselman PJ, Kolotkin RL, Almirall D, Oddone EZ, Mayer SB, Gaillard LA, Turner M, Smith VA, Voils CI.
Cluster randomized adaptive implementation trial comparing a standard versus enhanced implementation intervention to improve uptake of an effective re-engagement program for patients with serious mental illness
Implement Sci
Kilbourne AM, Abraham KM, Goodrich DE, Bowersox NW, Almirall D, Lai Z, Nord KM.
Control Systems Engineering for Understanding and Optimizing Smoking Cessation Interventions
Proc Am Control Conf
Timms KP, Rivera DE, Collins LM, Piper ME.
What, Me Worry and Ruminate About DSM-5 and RDoC? The Importance of Targeting Negative Self-Referential Processing
Clin Psychol (New York)
Mennin DS, Fresco DM.
Hybrid Model Predictive Control for Optimizing Gestational Weight Gain Behavioral Interventions
Proc Am Control Conf
Dong Y, Rivera DE, Downs DS, Savage JS, Thomas DM, Collins LM.
Subgroups analysis when treatment and moderators are time-varying
Prev Sci
Almirall D, McCaffrey DF, Ramchand R, Murphy SA.
Mobile health technology evaluation: the mHealth evidence workshop
Am J Prev Med
Kumar S, Nilsen WJ, Abernethy A, Atienza A, Patrick K, Pavel M, Riley WT, Shar A, Spring B, Spruijt-Metz D, Hedeker D, Honavar V, Kravitz R, Lefebvre RC, Mohr DC, Murphy SA, Quinn C, Shusterman V, Swendeman D.
Batch Mode Reinforcement Learning based on the Synthesis of Artificial Trajectories
Ann Oper Res
Fonteneau R, Murphy SA, Wehenkel L, Ernst D.
Multilevel factorial experiments for developing behavioral interventions: power, sample size, and resource considerations
Psychol Methods
Dziak JJ, Nahum-Shani I, Collins LM.
Q-learning: a data analysis method for constructing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
Experimental design and primary data analysis methods for comparing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
SMARTer discontinuation trial designs for developing an adaptive treatment strategy
J Child Adolesc Psychopharmacol
Almirall D, Compton SN, Rynn MA, Walkup JT, Murphy SA.
Dietary saturated fat intake is negatively associated with weight maintenance among the PREMIER participants
Obesity (Silver Spring)
Lin PH, Wang Y, Grambow SC, Goggins W, Almirall D.
Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy
Stat Med
Almirall D, Compton SN, Gunlicks-Stoessel M, Duan N, Murphy SA.
A Dynamical Systems Model for Improving Gestational Weight Gain Behavioral Interventions
Proc Am Control Conf
Dong Y, Rivera DE, Thomas DM, Navarro-Barrientos JE, Downs DS, Savage JS, Collins LM.
Translational Research in South Africa: Evaluating Implementation Quality Using a Factorial Design
Child Youth Care Forum
Caldwell LL, Smith EA, Collins LM, Graham JW, Lai M, Wegner L, Vergnani T, Matthews C, Jacobs J.
Linear Fitted-Q Iteration with Multiple Reward Functions
J Mach Learn Res
Lizotte DJ, Bowling M, Murphy SA.
Q-learning: a data analysis method for constructing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
SMARTer discontinuation trial designs for developing an adaptive treatment strategy
J Child Adolesc Psychopharmacol
Almirall D, Compton SN, Rynn MA, Walkup JT, Murphy SA.
Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy
Stat Med
Almirall D, Compton SN, Gunlicks-Stoessel M, Duan N, Murphy SA.
Experimental design and primary data analysis methods for comparing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
The prevention and treatment of missing data in clinical trials
N Engl J Med
Little RJ, D'Agostino R, Cohen ML, Dickersin K, Emerson SS, Farrar JT, Frangakis C, Hogan JW, Molenberghs G, Murphy SA, Neaton JD, Rotnitzky A, Scharfstein D, Shih WJ, Siegel JP, Stern H.
New methods for tobacco dependence treatment research
Ann Behav Med
Baker TB, Mermelstein R, Collins LM, Piper ME, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Fiore MC.
Replication in prevention science
Prev Sci
Valentine JC, Biglan A, Boruch RF, Castro FG, Collins LM, Flay BR, Kellam S, Mościcki EK, Schinke SP.
The multiphase optimization strategy for engineering effective tobacco use interventions
Ann Behav Med
Collins LM, Baker TB, Mermelstein RJ, Piper ME, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Fiore MC.
Social support and employee well-being: the conditioning effect of perceived patterns of supportive exchange
J Health Soc Behav
Nahum-Shani I, Bamberger PA, Bacharach SB.
A Risk-based Model Predictive Control Approach to Adaptive Interventions in Behavioral Health
IEEE Trans Control Syst Technol
Zafra-Cabeza A, Rivera DE, Collins LM, Ridao MA, Camacho EF.
Cognitive behavior therapy augmentation of pharmacotherapy in pediatric obsessive-compulsive disorder: the Pediatric OCD Treatment Study II (POTS II) randomized controlled trial
JAMA
Franklin ME, Sapyta J, Freeman JB, Khanna M, Compton S, Almirall D, Moore P, Choate-Summers M, Garcia A, Edson AL, Foa EB, March JS.
Examination of the factor structure and concurrent validity of the Langer Mindfulness/Mindlessness Scale
Assessment
Haigh EA, Moore MT, Kashdan TB, Fresco DM.
Explaining the Variable Effects of Social Support on Work-Based Stressor-Strain Relations: The Role of Perceived Pattern of Support Exchange
Organ Behav Hum Decis Process
Nahum-Shani I, Bamberger PA.
A dynamical model for describing behavioural interventions for weight loss and body composition change
Math Comput Model Dyn Syst
Navarro-Barrientos JE, Rivera DE, Collins LM.
Informing sequential clinical decision-making through reinforcement learning: an empirical study
Mach Learn
Shortreed SM, Laber E, Lizotte DJ, Stroup TS, Pineau J, Murphy SA.
Sample size formulae for two-stage randomized trials with survival outcomes
Biometrika
Li Z, Murphy SA.
Adaptive Confidence Intervals for the Test Error in Classification
J Am Stat Assoc
Laber EB, Murphy SA.
Structural nested mean models for assessing time-varying effect moderation
Biometrics
Almirall D, Ten Have T, Murphy SA.
Modeling Relations Among Discrete Developmental Processes: A General Approach to Associative Latent Transition Analysis
Struct Equ Modeling
Bray BC, Lanza ST, Collins LM.
A placebo-controlled trial of phenelzine, cognitive behavioral group therapy, and their combination for social anxiety disorder
Arch Gen Psychiatry
Blanco C, Heimberg RG, Schneier FR, Fresco DM, Chen H, Turk CL, Vermes D, Erwin BA, Schmidt AB, Juster HR, Campeas R, Liebowitz MR.
Home is where sleep is: an ecological approach to test the validity of actigraphy for the assessment of insomnia
J Clin Sleep Med
Sánchez-Ortuño MM, Edinger JD, Means MK, Almirall D.
Using the QIDS-SR16 to identify major depressive disorder in primary care medical patients
Behav Ther
Lamoureux BE, Linardatos E, Fresco DM, Bartko D, Logue E, Milo L.
Further Insight and Additional Inference Methods for Polynomial Regression Applied to the Analysis of Congruence
Multivariate Behav Res
Cohen A, Nahum-Shani I, Doveh E.
Does individual risk moderate the effect of contextual-level protective factors? A latent class analysis of substance use
J Prev Interv Community
Cleveland MJ, Collins LM, Lanza ST, Greenberg MT, Feinberg ME.
The implementation of a translational study involving a primary care based behavioral program to improve blood pressure control: The HTN-IMPROVE study protocol (01295)
Implement Sci
Bosworth HB, Almirall D, Weiner BJ, Maciejewski M, Kaufman MA, Powers BJ, Oddone EZ, Lee SY, Damush TM, Smith V, Olsen MK, Anderson D, Roumie CL, Rakley S, Del Monte PS, Bowen ME, Kravetz JD, Jackson GL.
Structural nested mean models for assessing time-varying effect moderation
Biometrics
Almirall D, Ten Have T, Murphy SA.
Investigating the impact of selection bias in dose-response analyses of preventive interventions
Prev Sci
McGowan HM, Nix RL, Murphy SA, Bierman KL; Conduct Problems Prevention Research Group.
Work Hours, Retirement and Supportive Relations among Older Adults
J Organ Behav
Nahum-Shani I, Bamberger PA.
Developing multicomponent interventions using fractional factorial designs
Stat Med
Chakraborty B, Collins LM, Strecher VJ, Murphy SA.
Time from positive screening fecal occult blood test to colonoscopy and risk of neoplasia
Dig Dis Sci
Gellad ZF, Almirall D, Provenzale D, Fisher DA.
Effects of two weight-loss diets on health-related quality of life
Qual Life Res
Yancy WS Jr, Almirall D, Maciejewski ML, Kolotkin RL, McDuffie JR, Westman EC.
Efficacy of a manualized and workbook-driven individual treatment for social anxiety disorder
Behav Ther
Ledley DR, Heimberg RG, Hope DA, Hayes SA, Zaider TI, Dyke MV, Turk CL, Kraus C, Fresco DM.
Screening for social anxiety disorder with the self-report version of the Liebowitz Social Anxiety Scale
Depress Anxiety
Rytwinski NK, Fresco DM, Heimberg RG, Coles ME, Liebowitz MR, Cissell S, Stein MB, Hofmann SG.
Brooding and pondering: isolating the active ingredients of depressive rumination with exploratory factor analysis and structural equation modeling
Assessment
Armey MF, Fresco DM, Moore MT, Mennin DS, Turk CL, Heimberg RG, Kecmanovic J, Alloy LB.
A prospective longitudinal model of substance use onset among South African adolescents
Subst Use Misuse
Patrick ME, Collins LM, Smith E, Caldwell L, Flisher A, Wegner L.
Analyses of team performance in a dynamic task environment
Appl Ergon
Rothrock L, Cohen A, Yin J, Thiruvengada H, Nahum-Shani I.
Design of experiments with multiple independent variables: a resource management perspective on complete and reduced factorial designs
Psychol Methods
Collins LM, Dziak JJ, Li R.
Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions
Clin Trials
Collins LM, Chakraborty B, Murphy SA, Strecher V.
Developing multicomponent interventions using fractional factorial designs
Stat Med
Chakraborty B, Collins LM, Strecher VJ, Murphy SA.
Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions
Clin Trials
Collins LM, Chakraborty B, Murphy SA, Strecher V.
Web-based smoking-cessation programs: results of a randomized trial
Am J Prev Med
Strecher VJ, McClure JB, Alexander GL, Chakraborty B, Nair VN, Konkel JM, Greene SM, Collins LM, Carlier CC, Wiese CJ, Little RJ, Pomerleau CS, Pomerleau OF.
A new SAS procedure for latent transition analysis: transitions in dating and sexual risk behavior
Dev Psychol
Lanza ST, Collins LM.
Development and examination of the social appearance anxiety scale
Assessment
Hart TA, Flora DB, Palyo SA, Fresco DM, Holle C, Heimberg RG.
Is generalized anxiety disorder an anxiety or mood disorder? Considering multiple factors as we ponder the fate of GAD
Depress Anxiety
Mennin DS, Heimberg RG, Fresco DM, Ritter MR.
Comparison of adaptive psychometric procedures motivated by the theory of optimal experiments: simulated and experimental results
J Acoust Soc Am
Remus JJ, Collins LM.
Small Sample Inference for Generalization Error in Classification Using the CUD Bound
Uncertain Artif Intell
Laber EB, Murphy SA.
Customizing treatment to the patient: adaptive treatment strategies
Drug Alcohol Depend
Murphy SA, Collins LM, Rush AJ.
Impairment and quality of life in individuals with generalized anxiety disorder
Depress Anxiety
Henning ER, Turk CL, Mennin DS, Fresco DM, Heimberg RG.
PROC LCA: A SAS Procedure for Latent Class Analysis
Struct Equ Modeling
Lanza ST, Collins LM, Lemmon DR, Schafer JL.
Extreme response style in recurrent and chronically depressed patients: change with antidepressant administration and stability during continuation treatment
J Consult Clin Psychol
Peterson TJ, Feldman G, Harley R, Fresco DM, Graves L, Holmes A, Bogdan R, Papakostas GI, Bohn L, Lury RA, Fava M, Segal ZV.
The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions
Am J Prev Med
Collins LM, Murphy SA, Strecher V.
Delineating components of emotion and its dysregulation in anxiety and mood psychopathology
Behav Ther
Mennin DS, Holaway RM, Fresco DM, Moore MT, Heimberg RG.
Initial psychometric properties of the experiences questionnaire: validation of a self-report measure of decentering
Behav Ther
Fresco DM, Moore MT, van Dulmen MH, Segal ZV, Ma SH, Teasdale JD, Williams JM.
Using engineering control principles to inform the design of adaptive interventions: a conceptual introduction
Drug Alcohol Depend
Rivera DE, Pew MD, Collins LM.
Relationship of posttreatment decentering and cognitive reactivity to relapse in major depression
J Consult Clin Psychol
Fresco DM, Segal ZV, Buis T, Kennedy S.
Patterns of substance use onset among Hispanics in Puerto Rico and the United States
Addict Behav
Maldonado-Molina MM, Collins LM, Lanza ST, Prado G, Ramírez R, Canino G.
Depressive realism and attributional style: implications for individuals at risk for depression
Behav Ther
Moore MT, Fresco DM.
Methodological challenges in constructing effective treatment sequences for chronic psychiatric disorders
Neuropsychopharmacology
Murphy SA, Oslin DW, Rush AJ, Zhu J; MCATS.
Customizing treatment to the patient: adaptive treatment strategies
Drug Alcohol Depend
Murphy SA, Collins LM, Rush AJ.
Developing adaptive treatment strategies in substance abuse research
Drug Alcohol Depend
Murphy SA, Lynch KG, Oslin D, McKay JR, TenHave T.
Constructing evidence-based treatment strategies using methods from computer science
Drug Alcohol Depend
Pineau J, Bellemare MG, Rush AJ, Ghizaru A, Murphy SA.
The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions
Am J Prev Med
Collins LM, Murphy SA, Strecher V.
Analysis of longitudinal data: the integration of theoretical model, temporal design, and statistical model
Annu Rev Psychol
Collins LM.
Social anxiety, alcohol expectancies, and self-efficacy as predictors of heavy drinking in college students
Addict Behav
Gilles DM, Turk CL, Fresco DM.
The effect of a negative mood priming challenge on dysfunctional attitudes, explanatory style, and explanatory flexibility
Br J Clin Psychol
Fresco DM, Heimberg RG, Abramowitz A, Bertram TL.
A multidimensional developmental model of alcohol use during emerging adulthood
J Stud Alcohol
Auerbach KJ, Collins LM.
Assessing the total effect of time-varying predictors in prevention research
Prev Sci
Bray BC, Almirall D, Zimmerman RS, Lynam D, Murphy SA.
A mixture model of discontinuous development in heavy drinking from ages 18 to 30: the role of college enrollment
J Stud Alcohol
Lanza ST, Collins LM.
Examining clinical judgment in an adaptive intervention design: The fast track program
J Consult Clin Psychol
Bierman KL, Nix RL, Maples JJ, Murphy SA; Conduct Problems Prevention Research Group.
Assessing the total effect of time-varying predictors in prevention research
Prev Sci
Bray BC, Almirall D, Zimmerman RS, Lynam D, Murphy SA.
A strategy for optimizing and evaluating behavioral interventions
Ann Behav Med
Collins LM, Murphy SA, Nair VN, Strecher VJ.
Preliminary evidence for an emotion dysregulation model of generalized anxiety disorder
Behav Res Ther
Mennin DS, Heimberg RG, Turk CL, Fresco DM.
Using data augmentation to obtain standard errors and conduct hypothesis tests in latent class and latent transition analysis
Psychol Methods
Lanza ST, Collins LM, Schafer JL, Flaherty BP.
A strategy for optimizing and evaluating behavioral interventions
Ann Behav Med
Collins LM, Murphy SA, Nair VN, Strecher VJ.
A conceptual framework for adaptive preventive interventions
Prev Sci
Collins LM, Murphy SA, Bierman KL.
The Internet: home to a severe population of individuals with social anxiety disorder?
J Anxiety Disord
Erwin BA, Turk CL, Heimberg RG, Fresco DM, Hantula DA.
Analyzing the acquisition of drug self-administration using growth curve models
Drug Alcohol Depend
Lanza ST, Donny EC, Collins LM, Balster RL.
Using growth models to relate acquisition of nicotine self-administration to break point and nicotinic receptor binding
Drug Alcohol Depend
Donny EC, Lanza ST, Balster RL, Collins LM, Caggiula A, Rowell PP.
A conceptual framework for adaptive preventive interventions
Prev Sci
Collins LM, Murphy SA, Bierman KL.
Search
Search Publications
Optimizing Interventions for Equitability: Some Initial Ideas
Prev Sci
Strayhorn JC, Vanness DJ, Collins LM.
Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology
Annu Rev Clin Psychol
Collins LM, Nahum-Shani I, Guastaferro K, Strayhorn JC, Vanness DJ, Murphy SA.
SMART Binary: New Sample Size Planning Resources for SMART Studies with Binary Outcome Measurements
Multivariate Behav Res
Dziak JJ, Almirall D, Dempsey W, Stanger C, Nahum-Shani I.
Design of experiments with sequential randomizations on multiple timescales: the hybrid experimental design
Behav Res Methods
Nahum-Shani I, Dziak JJ, Venera H, Pfammatter AF, Spring B, Dempsey W.
Recruiting and retaining first-year college students in online health research: Implementation considerations
J Am Coll Health
Guastaferro K, Tanner AE, Rulison KL, Miller AM, Milroy JJ, Wyrick DL, Collins LM.
An Adaptive Behavioral Intervention for Weight Loss Management: A Randomized Clinical Trial
JAMA
Spring B, Pfammatter AF, Scanlan L, Daly E, Reading J, Battalio S, McFadden HG, Hedeker D, Siddique J, Nahum-Shani I.
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
Contemp Clin Trials
Nahum-Shani I, Greer ZM, Trella AL, Zhang KW, Carpenter SM, Rünger D, Elashoff D, Murphy SA, Shetty V.
Is informal practice associated with outcomes in loving-kindness and compassion training? Evidence from pre-post and daily diary assessments
Behav Res Ther
Xie Q, Riordan KM, Baldwin SA, Simonsson O, Hirshberg MJ, Dahl CJ, Nahum-Shani I, Davidson RJ, Goldberg SB.
Using decision analysis for intervention value efficiency to select optimized interventions in the multiphase optimization strategy
Health Psychol
Strayhorn JC, Cleland CM, Vanness DJ, Wilton L, Gwadz M, Collins LM.
What to do after smoking relapse? A sequential multiple assignment randomized trial of chronic care smoking treatments
Addiction
Schlam TR, Baker TB, Piper ME, Cook JW, Smith SS, Zwaga D, Jorenby DE, Almirall D, Bolt DM, Collins LM, Mermelstein R, Fiore MC.
Acceptability and feasibility of a mobile behavioral economic health intervention to reduce alcohol use in adults in rural areas
Drug Alcohol Depend Rep
Bayrakdarian ND, Bonar EE, Duguid I, Hellman L, Salino S, Wilkins C, Jannausch M, McKay JR, Staton M, Dollard K, Nahum-Shani I, Walton MA, Blow FC, Coughlin LN.
From lab to life: Evaluating the reliability and validity of psychophysiological data from wearable devices in laboratory and ambulatory settings
Behav Res Methods
Hu X, Sgherza TR, Nothrup JB, Fresco DM, Naragon-Gainey K, Bylsma LM.
Examining Links Between Distinct Affective States and Tobacco Lapse During a Cessation Attempt Among African Americans: A Cohort Study
Ann Behav Med
Jones DR, Potter LN, Lam CY, Schlechter CR, Nahum-Shani I, Fagundes C, Wetter DW.
Empirical Development of a Behavioral Intervention for African American/Black and Latino Persons with Unsuppressed HIV Viral Load Levels: An Application of the Multiphase Optimization Strategy (MOST) Using Cost-Effectiveness as an Optimization Objective
AIDS Behav
Feelemyer J, Braithwaite RS, Zhou Q, Cleland CM, Manandhar-Sasaki P, Wilton L, Ritchie A, Collins LM, Gwadz MV.
Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology
Annu Rev Clin Psychol
Collins LM, Nahum-Shani I, Guastaferro K, Strayhorn JC, Vanness DJ, Murphy SA.
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
Contemp Clin Trials
Nahum-Shani I, Greer ZM, Trella AL, Zhang KW, Carpenter SM, Rünger D, Elashoff D, Murphy SA, Shetty V.
Adapting just-in-time interventions to vulnerability and receptivity: conceptual and methodological considerations
Digital Therapeutics for Mental Health and Addiction: The State of the Science and Vision for the Future (Academic Press)
Nahum-Shani I, Wetter D, Murphy S.
Effectiveness of gamified team competition as mHealth intervention for medical interns: a cluster micro-randomized trial
NPJ Digital Medicine
Wang J, Fang Y, Frank E, Walton MA, Burmeister M, Tewari A, Dempsey W, NeCamp T, Sen S, Wu Z.
The ILHBN: challenges, opportunities, and solutions from harmonizing data under heterogeneous study designs, target populations, and measurement protocols
Translational Behavioral Medicine
Chow SM, Nahum-Shani I, Baker JT, Spruijt-Metz D, Allen NB, Auerbach RP, Dunton GF, Friedman NP, Intille SS, Klasnja P, Marlin B, Nock MK, Rauch SL, Pavel M, Vrieze S, Wetter DW, Kleiman EM, Brick TR, Perry H, Wolff-Hughes DL.
Integrating Intensive Longitudinal Data (ILD) to Inform the Development of Dynamic Theories of Behavior Change and Intervention Design: a Case Study of Scientific and Practical Considerations
Prevention Science
Potter LN, Yap J, Dempsey W, Wetter DW, Nahum-Shani I.
Socio-economic status moderates within-person associations of risk factors and smoking lapse in daily life
Addiction
Potter LN, Schlechter CR, Nahum-Shani I, Lam CY, Cinciripini PM, Wetter DW.
Sample size estimation for comparing dynamic treatment regimens in a SMART: A Monte Carlo-based approach and case study with longitudinal overdispersed count outcomes
Statistical Methods in Medical Research
Yap J, Dziak JJ, Lynch K, McKay JR, Chakraborty B, Nahum-Shani, I.
Supervisor Undermining, Social Isolation and Subordinates’ Problematic Drinking: The Role of Depression and Perceived Drinking Norms
Journal of Drug Issues
Montal-Rosenberg R, Bamberger PA, Nahum-Shani I, Wang M, Larimer M, Bacharach, SB.
Editorial: Digital technology for tobacco control: Novel data collection, study designs, and interventions
Front Digit Health
Potter LN, Nahum-Shani I, Wetter DW.
Understanding heterogeneity of responses to, and optimizing clinical efficacy of, exercise training in older adults: NIH NIA Workshop summary
Geroscience
Erickson ML, Allen JM, Beavers DP, Collins LM, Davidson KW, Erickson KI, Esser KA, Hesselink MKC, Moreau KL, Laber EB, Peterson CA, Peterson CM, Reusch JE, Thyfault JP, Youngstedt SD, Zierath JR, Goodpaster BH, LeBrasseur NK, Buford TW, Sparks LM.
A randomized trial of a mobile health intervention to augment cardiac rehabilitation
NPJ Digit Med
Golbus JR, Gupta K, Stevens R, Jeganathan VSE, Luff E, Shi J, Dempsey W, Boyden T, Mukherjee B, Kohnstamm S, Taralunga V, Kheterpal V, Murphy S, Klasnja P, Kheterpal S, Nallamothu BK.
Optimizing Longitudinal Tobacco Cessation Treatment in Lung Cancer Screening: A Sequential, Multiple Assignment, Randomized Trial
JAMA Netw Open
Fu SS, Rothman AJ, Vock DM, Lindgren BR, Almirall D, Begnaud A, Melzer AC, Schertz KL, Branson M, Haynes D, Hammett P, Joseph AM.
Ecological Momentary Assessments and Passive Sensing in the Prediction of Short-Term Suicidal Ideation in Young Adults
JAMA Netw Open
Czyz EK, King CA, Al-Dajani N, Zimmermann L, Hong V, Nahum-Shani I.
Digital Adaptive Behavioral Interventions to Improve HIV Prevention and Care: Innovations in Intervention Approach and Experimental Design
Curr HIV/AIDS Rep
Nahum-Shani I, Naar S.
A multi-site trial of an electronic health integrated physical activity promotion intervention in breast and endometrial cancers survivors: MyActivity study protocol
Contemp Clin Trials
Cadmus-Bertram L, Solk P, Agnew M, Starikovsky J, Schmidt C, Morelli WA, Hodgson V, Freeman H, Muller L, Mishory A, Naxi S, Carden L, Tevaarwerk AJ, Wolter M, Barber E, Spencer R, Sesto ME, Gradishar W, Gangnon R, Spring B, Nahum-Shani I, Phillips SM.
Adaptive Designs in Implementation Science and Practice: Their Promise and the Need for Greater Understanding and Improved Communication
Annu Rev Public Health
Kilbourne A, Chinman M, Rogal S, Almirall D.
Socio-economic status moderates within-person associations of risk factors and smoking lapse in daily life
Addiction
Potter LN, Schlechter CR, Nahum-Shani I, Lam CY, Cinciripini PM, Wetter DW.
Construct Validity of Inherited Retinal Disease-Specific Patient-Reported Outcome Measures
Am J Ophthalmol
Jayasundera KT, Abuzaitoun RO, Popova L, Abalem MF, Andrews CA, Lacy GD, Fresco DM, Musch DC.
Cost-Effectiveness of Smoking Cessation Approaches in Emergency Departments
Am J Prev Med
Miller TR, Johnson MB, Dziura JD, Weiss J, Carpenter KM, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll BA, Bernstein SL.
Positive feedback loop between vision-related anxiety and self-reported visual difficulty
Ophthalmic Genet
Popova LT, Abuzaitoun RO, Fresco DM, Abalem MF, Andrews CA, Musch DC, Ehrlich JR, Jayasundera KT.
Estimating tree-based dynamic treatment regimes using observational data with restricted treatment sequences
Biometrics
Zhou N, Wang L, Almirall D.
Self-relevant appeals to engage in self-monitoring of alcohol use: A microrandomized trial
Psychol Addict Behav
Carpenter SM, Yap J, Patrick ME, Morrell N, Dziak JJ, Almirall D, Yoon C, Nahum-Shani I.
Assessing Time-Varying Causal Effect Moderation in the Presence of Cluster-Level Treatment Effect Heterogeneity and Interference
Biometrika
Shi J, Wu Z, Dempsey W.
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proc Innov Appl Artif Intell Conf
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Sample size estimation for comparing dynamic treatment regimens in a SMART: A Monte Carlo-based approach and case study with longitudinal overdispersed count outcomes
Stat Methods Med Res
Yap J, J Dziak J, Maiti R, Lynch K, McKay JR, Chakraborty B, Nahum-Shani I.
Integrating Intensive Longitudinal Data (ILD) to Inform the Development of Dynamic Theories of Behavior Change and Intervention Design: a Case Study of Scientific and Practical Considerations
Prev Sci
Potter LN, Yap J, Dempsey W, Wetter DW, Nahum-Shani I.
Investigation of Active Ingredients Within Internet-Delivered Cognitive Behavioral Therapy for Depression: A Randomized Optimization Trial
JAMA Psychiatry
Watkins E, Newbold A, Tester-Jones M, Collins LM, Mostazir M.
Supervisor Undermining, Social Isolation and Subordinates’ Problematic Drinking: The Role of Depression and Perceived Drinking Norms
J Drug Issues
Montal-Rosenberg R, Bamberger PA, Nahum-Shani I, Wang M, Larimer M, Bacharach SB.
Time-varying model of engagement with digital self reporting: Evidence from smoking cessation longitudinal studies
Front Digit Health
Sobolev M, Anand A, Dziak JJ, Potter LN, Lam CY, Wetter DW, Nahum-Shani I.
Effectiveness of gamified team competition as mHealth intervention for medical interns: a cluster micro-randomized trial
NPJ Digit Med
Wang J, Fang Y, Frank E, Walton MA, Burmeister M, Tewari A, Dempsey W, NeCamp T, Sen S, Wu Z.
Randomized Controlled Trial of Motivational Enhancement Interventions to Increase Pre-Exposure Prophylaxis Use in Sexual Minority Men Who Use Stimulants
Res Sq
Davis-Ewart L, Grov C, Verhagen R, Manuel J, Viamonte M, Dilworth S, Valentin O, Cherenack EM, Carr S, Doblecki-Lewis S, Nahum-Shani I, Carrico AW.
The ILHBN: challenges, opportunities, and solutions from harmonizing data under heterogeneous study designs, target populations, and measurement protocols
Transl Behav Med
Chow SM, Nahum-Shani I, Baker JT, Spruijt-Metz D, Allen NB, Auerbach RP, Dunton GF, Friedman NP, Intille SS, Klasnja P, Marlin B, Nock MK, Rauch SL, Pavel M, Vrieze S, Wetter DW, Kleiman EM, Brick TR, Perry H, Wolff-Hughes DL; Intensive Longitudinal Health Behavior Network (ILHBN).
Testing adaptive interventions to improve PTSD treatment outcomes in Federally Qualified Health Centers: Protocol for a randomized clinical trial
Contemp Clin Trials
Sripada RK, Smith K, Walters HM, Ganoczy D, Kim HM, Grau PP, Nahum-Shani I, Possemato K, Kuhn E, Zivin K, Pfeiffer PN, Bohnert KM, Cigrang JA, Avallone KM, Rauch SAM.
Multiple imputation of missing data in multilevel ecological momentary assessments: an example using smoking cessation study data
Front Digit Health
Ji L, Li Y, Potter LN, Lam CY, Nahum-Shani I, Wetter DW, Chow SM.
Increasing the reach of evidence-based interventions for weight management and diabetes prevention among Medicaid patients: study protocol for a pilot Sequential Multiple Assignment Randomised Trial
BMJ Open
Schlechter CR, Del Fiol G, Jones DR, Orleans B, Gibson B, Nahum-Shani I, Maxfield E, Locke A, Cornia R, Bradshaw R, Wirth J, Jaggers SJ, Lam CY, Wetter DW.
Motivational Enhancement Interventions to Increase Pre-Exposure Prophylaxis Use in Sexual Minority Men Who Use Stimulants: Protocol for a Pilot Sequential Multiple Assignment Randomized Trial
JMIR Res Protoc
Davis-Ewart L, Grov C, Verhagen R, Manuel J, Viamonte M, Dilworth S, O'Dell N, Valentin O, Carr S, Cherenack E, Henderson C, Doblecki-Lewis S, Nahum-Shani I, Carrico AW.
Successful Optimization of Tobacco Dependence Treatment in the Emergency Department: A Randomized Controlled Trial Using the Multiphase Optimization Strategy
Ann Emerg Med
Bernstein SL, Dziura J, Weiss J, Brooks AH, Miller T, Vickerman KA, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll B.
A posterior expected value approach to decision-making in the multiphase optimization strategy for intervention science
Psychol Methods
Strayhorn JC, Collins LM, Vanness DJ.
Perinatal Understanding of Mindful Awareness for Sleep (PUMAS): A single-arm proof-of-concept clinical trial of a mindfulness-based intervention for DSM-5 insomnia disorder during pregnancy
Sleep Med
Kalmbach DA, Cheng P, Reffi AN, Ong JC, Swanson LM, Fresco DM, Walch O, Seymour GM, Fellman-Couture C, Bayoneto AD, Roth T, Drake CL.
Exploring behavioral intervention components for African American/Black and Latino persons living with HIV with non-suppressed HIV viral load in the United States: a qualitative study
Int J Equity Health
Cluesman SR, Gwadz M, Freeman R, Collins LM, Cleland CM, Wilton L, Hawkins RL, Leonard NR, Silverman E, Maslow CB, Israel K, Ritchie A, Ory S.
Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach
JMIR Form Res
Carpenter SM, Greer ZM, Newman R, Murphy SA, Shetty V, Nahum-Shani I.
Behavior change versus stability during the college-to-work transition: Life course and the “”stickiness”” of alcohol misuse at career entry
Pers Psychol
Liu S, Bamberger P, Wang M, Nahum-Shani I, Larimer M, Bacharach SB.
A Text Messaging Intervention for Priming the Affective Rewards of Exercise in Adults: Protocol for a Microrandomized Trial
JMIR Res Protoc
Mishra SR, Dempsey W, Klasnja P.
Using the multiphase optimization strategy to adapt cognitive processing therapy (CPT MOST): study protocol for a randomized controlled factorial experiment
Trials
Sripada RK, Peterson CL, Dziak JJ, Nahum-Shani I, Roberge EM, Martinson AA, Porter K, Grau P, Curtis D, McElroy S, Bryant S, Gracy I, Pryor C, Walters HM, Austin K, Ehlinger C, Sayer N, Wiltsey-Stirman S, Chard K.
Preventing Mental Health Problems in Children After High Conflict Parental Separation/Divorce Study: An Optimization Randomized Controlled Trial Protocol
Ment Health Prev
O'Hara KL, Wolchik SA, Sandler IN, West SG, Reis HT, Collins LM, Lyon AR, Cummings EM.
Effects of Behavioral Intervention Components for African American/Black and Latino Persons Living with HIV with Non-suppressed Viral Load Levels: Results of an Optimization Trial
AIDS Behav
Cleland CM, Gwadz M, Collins LM, Wilton L, Leonard NR, Ritchie AS, Martinez BY, Silverman E, Sherpa D, Dorsen C.
Sample size considerations for micro-randomized trials with binary proximal outcomes
Stat Med
Cohn ER, Qian T, Murphy SA.
Setting Priorities and Managing Time: Core Leadership Skills
J Public Health Manag Pract
Baker EL, Murphy SA.
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning
Proc Mach Learn Res
Rathnam S, Parbhoo S, Pan W, Murphy SA, Doshi-Velez F.
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proc Innov Appl Artif Intell Conf
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach
JMIR Form Res
Carpenter SM, Greer ZM, Newman R, Murphy SA, Shetty V, Nahum-Shani I.
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions
Proc Mach Learn Res
Karine K, Klasnja P, Murphy SA, Marlin BM.
The engagement problem: A review of engagement with digital mental health interventions and recommendations for a path forward
Curr Treat Options Psychiatry
Lipschitz JM, Pike CK, Hogan TP, Murphy SA, Burdick KE.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Hierarchical network models for exchangeable structured interaction processes
Journal of the American Statistical Association
Dempsey W, Oselio B, Hero A.
Digital Prompts to Increase Engagement With the Headspace App and for Stress Regulation Among Parents: Feasibility Study
JMIR Formative Research
Militello L, Sobolev M, Okeke F, Adler DA, Nahum-Shani I.
itMatters: Optimization of an online intervention to prevent sexually transmitted infections in college students
Journal of American College Health
Wyrick DL, Tanner AE, Milroy JJ, Guastaferro K, Bhandari S, Kugler KC, Thorpe S, Ware S, Miller AM, Collins LM.
Hybrid Experimental Designs for Intervention Development: What, Why, and How
Advances in Methods and Practices in Psychological Science
Nahum-Shani I, Dziak JJ, Walton MA, Dempsey W.
Expanding access to medications for opioid use disorder in primary care clinics: an evaluation of common implementation strategies and outcomes
Implementation Science Communications
Cheng H, McGovern MP, Garneau HC, Hurley B, Fisher T, Copeland M, Almirall D.
Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implementation Science Communications
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
Self-relevant appeals to engage in self-monitoring of alcohol use: A microrandomized trial
Psychology of Addictive Behaviors
Carpenter SM, Yap J, Patrick ME, Morrell N, Dziak JJ, Almirall D, Yoon C, Nahum-Shani I.
Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
International Journal for Equity in Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
mRisk: Continuous Risk Estimation for Smoking Lapse from Noisy Sensor Data with Incomplete and Positive-Only Labels
Proceedings of the ACM on interactive, mobile, wearable, and ubiquitous technologies
Ullah MA, Chatterjee S, Fagundes CP, Lam C, Nahum-Shani I, Rehg JM, Wetter DW, Kumar S.
Engagement in digital interventions
The American Psychologist
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychological Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Batch policy learning in average reward Markov decision processes
Annals of Statistics
Liao P, Qi Z, Wan R, Klasnja P, Murphy SA.
End User Participation in the Development of an Ecological Momentary Intervention to Improve Coping With Cannabis Cravings: Formative Study
JMIR Formative Research
Anderson MA, Budney AJ, Jacobson NC, Nahum-Shani I, Stanger C.
Behavior change versus stability during the college-to-work transition: Life course and the “stickiness” of alcohol misuse at career entry
Personnel Psychology
Liu S, Bamberger P, Wang M, Nahum-Shani I, Larimer M, Bacharach S.
Reward Design for an Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Proceedings of the 37th AAAI Conference on Artificial Intelligence
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Assessing time-varying causal effect moderation in the presence of cluster-level treatment effect heterogeneity and interference
Biometrika
Shi J, Wu Z, Dempsey W.
Addressing selection bias and measurement error in COVID-19 case count data using auxiliary information
Annals of Applied Statistics (Forthcoming)
Walter Dempsey
Youth suicide prevention and intervention: best practices and policy implications
Machine learning for suicide prediction and prevention: advances, challenges, and future directions (Springer)
Wang S, Dempsey W, Nock M.
New Directions for Motivational Incentive Interventions for Smoking Cessation
Frontiers in Digital Health
Coughlin LN, Bonar EE, Walton MA, Fernandez AC, Duguid I, Nahum-Shani I.
MCMTC: A Pragmatic Framework for Selecting an Experimental Design to Inform the Development of Digital Interventions
Frontiers in Digital Health
Nahum-Shani I, Dziak JJ, Wetter DW.
Obesity prevention practices in early care and education settings: an adaptive implementation trial
Implementation Science
Swindle T, Rutledge JM, Selig JP, Painter J, Zhang D, Martin J, Johnson SL, Whiteside-Mansell L, Almirall D, Barnett-McElwee T, Curran GM.
Cost and Effort Considerations for the Development of Intervention Studies Using Mobile Health Platforms: Pragmatic Case Study
JMIR Formative Research
Thorpe D, Fouyaxis J, Lipschitz JM, Nielson A, Li W, Murphy SA, Bidargaddi N
Utilizing daily mood diaries and wearable sensor data to predict depression and suicidal ideation among medical interns
Journal of Affective Disorders
Horwitz A, Czyz E, Al-Dajani N, Dempsey W, Zhao Z, Nahum-Shani I, Sen S.
Counterfactual inference for sequential experimental design
ArXiv Preprint
Dwivedi R, Tian K, Tomkins S, Klasnja P, Murphy S, Shah D.
Estimating causal effects with optimization-based methods: A review and empirical comparison
European Journal of Operational Research
Cousineau M, Verter V, Murphy SA, Pineau J.
Engagement in digital interventions
Am Psychol
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Accounting for Context in Randomized Trials after Assignment
Prev Sci
Brown CH, Hedeker D, Gibbons RD, Duan N, Almirall D, Gallo C, Burnett-Zeigler I, Prado G, Young SD, Valido A, Wyman PA.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychol Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Hybrid Experimental Designs for Intervention Development: What, Why, and How
Adv Methods Pract Psychol Sci
Nahum-Shani I, Dziak JJ, Walton MA, Dempsey W.
Hierarchical network models for exchangeable structured interaction processes
J Am Stat Assoc
Dempsey W, Oselio B, Hero A.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Using factorial mediation analysis to better understand the effects of interventions
Transl Behav Med
Strayhorn JC, Collins LM, Brick TR, Marchese SH, Pfammatter AF, Pellegrini C, Spring B.
New Directions for Motivational Incentive Interventions for Smoking Cessation
Front Digit Health
Coughlin LN, Bonar EE, Walton MA, Fernandez AC, Duguid I, Nahum-Shani I.
Optimal diagnostic test allocation strategy during the COVID-19 pandemic and beyond
Stat Med
Du J, J Beesley L, Lee S, Zhou X, Dempsey W, Mukherjee B.
Advances in clinical trials methodology: Intervention optimization approaches in emergency medicine
Am J Emerg Med
Bernstein SL, Carter PM, Meurer W, Walton MA, Kidwell KM, Cunningham RM, Dziura J, Collins LM.
itMatters: Optimization of an online intervention to prevent sexually transmitted infections in college students
J Am Coll Health
Wyrick DL, Tanner AE, Milroy JJ, Guastaferro K, Bhandari S, Kugler KC, Thorpe S, Ware S, Miller AM, Collins LM.
Utilizing daily mood diaries and wearable sensor data to predict depression and suicidal ideation among medical interns
J Affect Disord
Horwitz A, Czyz E, Al-Dajani N, Dempsey W, Zhao Z, Nahum-Shani I, Sen S.
Decentering predicts attenuated perseverative thought and internalizing symptoms following stress exposure: A multi-level, multi-wave study
Behav Res Ther
Wu JL, Hamilton JL, Fresco DM, Alloy LB, Stange JP.
Obesity prevention practices in early care and education settings: an adaptive implementation trial
Implement Sci
Swindle T, Rutledge JM, Selig JP, Painter J, Zhang D, Martin J, Johnson SL, Whiteside-Mansell L, Almirall D, Barnett-McElwee T, Curran GM.
Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implement Sci
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
Virtual AppLication-supported Environment To INcrease Exercise (VALENTINE) during cardiac rehabilitation study: Rationale and design
Am Heart J
Jeganathan VS, Golbus JR, Gupta K, Luff E, Dempsey W, Boyden T, Rubenfire M, Mukherjee B, Klasnja P, Kheterpal S, Nallamothu BK.
mRisk: Continuous Risk Estimation for Smoking Lapse from Noisy Sensor Data with Incomplete and Positive-Only Labels
Proc ACM Interact Mob Wearable Ubiquitous Technol
Ullah MA, Chatterjee S, Fagundes CP, Lam C, Nahum-Shani I, Rehg JM, Wetter DW, Kumar S.
Optimization of a technology-supported physical activity promotion intervention for breast cancer survivors: Results from Fit2Thrive
Cancer
Phillips SM, Penedo FJ, Collins LM, Solk P, Siddique J, Song J, Cella D, Courneya KS, Ackermann RT, Welch WA, Auster-Gussman LA, Whitaker M, Cullather E, Izenman E, Spring B.
Components of smartphone cognitive-behavioural therapy for subthreshold depression among 1093 university students: a factorial trial
Evid Based Ment Health
Sakata M, Toyomoto R, Yoshida K, Luo Y, Nakagami Y, Uwatoko T, Shimamoto T, Tajika A, Suga H, Ito H, Sumi M, Muto T, Ito M, Ichikawa H, Ikegawa M, Shiraishi N, Watanabe T, Sahker E, Ogawa Y, Hollon SD, Collins LM, Watkins ER, Wason J, Noma H, Horikoshi M, Iwami T, Furukawa TA.
MCMTC: A Pragmatic Framework for Selecting an Experimental Design to Inform the Development of Digital Interventions
Front Digit Health
Nahum-Shani I, Dziak JJ, Wetter DW.
Trends in Depressive Symptoms and Associated Factors During Residency, 2007 to 2019 : A Repeated Annual Cohort Study
Ann Intern Med
Fang Y, Bohnert ASB, Pereira-Lima K, Cleary J, Frank E, Zhao Z, Dempsey W, Sen S.
Mindfulness-Based Cognitive Therapy: A Preliminary Examination of the (Event-Related) Potential for Modifying Threat-Related Attentional Bias in Anxiety
Mindfulness (N Y)
Gupta RS, Kujawa A, Fresco DM, Kang H, Vago DR.
A randomized controlled trial of emotion regulation therapy for cancer caregivers: A mechanism-targeted approach to addressing caregiver distress
Contemp Clin Trials
Applebaum AJ, Loschiavo M, Morgan K, Mennin DS, Fresco DM, Hoyt MA, Schofield E, O'Toole MS, Cohn J, Jacobs JM.
Preliminary Efficacy of an Emotion Regulation Intervention on Physical Activity and Depressive and Anxious Symptoms in Individuals in Cardiac Rehabilitation
J Cardiovasc Nurs
Wierenga KL, Fresco DM, Alder M, Sattar A, Moore SM.
Association between decentering and reductions in relapse/recurrence in mindfulness-based cognitive therapy for depression in adults: A randomized controlled trial
J Consult Clin Psychol
Moore MT, Lau MA, Haigh EAP, Willett BR, Bosma CM, Fresco DM.
Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
Int J Equity Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Digital Prompts to Increase Engagement With the Headspace App and for Stress Regulation Among Parents: Feasibility Study
JMIR Form Res
Militello L, Sobolev M, Okeke F, Adler DA, Nahum-Shani I.
End User Participation in the Development of an Ecological Momentary Intervention to Improve Coping With Cannabis Cravings: Formative Study
JMIR Form Res
Anderson MA, Budney AJ, Jacobson NC, Nahum-Shani I, Stanger C.
Correction: Primary aim results of a clustered SMART for developing a school-level, adaptive implementation strategy to support CBT delivery at high schools in Michigan
Implement Sci
Smith SN, Almirall D, Choi SY, Koschmann E, Rusch A, Bilek E, Lane A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald KD, Liebrecht C, Kilbourne AM.
DSM-5 insomnia disorder in pregnancy: associations with depression, suicidal ideation, and cognitive and somatic arousal, and identifying clinical cutoffs for detection
Sleep Adv
Kalmbach DA, Cheng P, Roth A, Roth T, Swanson LM, O'Brien LM, Fresco DM, Harb NC, Cuamatzi-Castelan AS, Reffi AN, Drake CL.
Expanding access to medications for opioid use disorder in primary care clinics: an evaluation of common implementation strategies and outcomes
Implement Sci Commun
Cheng H, McGovern MP, Garneau HC, Hurley B, Fisher T, Copeland M, Almirall D.
Correction: Advancing behavioral interventions for African American/Black and Latino persons living with HIV using a new conceptual model that integrates critical race theory, harm reduction, and self-determination theory: a qualitative exploratory study
Int J Equity Health
Gwadz M, Cluesman SR, Freeman R, Collins LM, Dorsen C, Hawkins RL, Cleland CM, Wilton L, Ritchie AS, Torbjornsen K, Leonard NR, Martinez BY, Silverman E, Israel K, Kutnick A.
Engagement in digital interventions
Am Psychol
Nahum-Shani I, Shaw SD, Carpenter SM, Murphy SA, Yoon C.
Just-in-Time Adaptive Interventions for Suicide Prevention: Promise, Challenges, and Future Directions
Psychiatry
Coppersmith DDL, Dempsey W, Kleiman EM, Bentley KH, Murphy SA, Nock MK.
Batch Policy Learning in Average Reward Markov Decision Processes
Ann Stat
Liao P, Qi Z, Wan R, Klasnja P, Murphy SA.
The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations
Psychol Methods
Qian T, Walton AE, Collins LM, Klasnja P, Lanza ST, Nahum-Shani I, Rabbi M, Russell MA, Walton MA, Yoo H, Murphy SA.
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Algorithms
Trella AL, Zhang KW, Nahum-Shani I, Shetty V, Doshi-Velez F, Murphy SA.
Cost and Effort Considerations for the Development of Intervention Studies Using Mobile Health Platforms: Pragmatic Case Study
JMIR Form Res
Thorpe D, Fouyaxis J, Lipschitz JM, Nielson A, Li W, Murphy SA, Bidargaddi N.
Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health
Journal of the American Statistical Association
Liao P, Klasnja P, Murphy S.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
Journal of Child Psychology and Psychiatry, and Allied Disciplines
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Adoption of opioid-prescribing guidelines in primary care: a realist synthesis of contextual factors
BMJ Open
Jacobson N, Johnson RA, Schlabach C, Incha J, Madden L, Almirall D, Garza RH, Deyo B, Schumacher N, Stephenson C, Quanbeck A.
Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment
JMIR Research Protocols
Psihogios AM, Rabbi M, Ahmed A, McKelvey ER, Li Y, Laurenceau JP, Hunger SP, Fleisher L, Pai AL, Schwartz LA, Murphy SA, Barakat LP.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemporary Clinical Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
IntelligentPooling: practical Thompson sampling for mHealth
Machine Learning
Tomkins S, Liao P, Klasnja P, Murphy SA
A Digital Health Intervention (SweetGoals) for Young Adults With Type 1 Diabetes: Protocol for a Factorial Randomized Trial
JMIR Research Protocols
Stanger C, Kowatsch T, Xie H, Nahum-Shani I, Lim-Liberty F, Anderson M, Santhanam P, Kaden S, Rosenberg B.
Online structural kernel selection for mobile health
ArXiv Preprint
Shin E, Klasnja P, Murphy S, Doshi-Velez F.
Application of community-engaged dissemination and implementation science to improve health equity
Preventative Medicine Reports
Schlechter CR, Del Fiol G, Lam CY, Fernandez ME, Greene T, Yack M, Schulthies S, Nelson M, Bohner C, Pruhs A, Siaperas T, Kawamoto K, Gibson B, Nahum-Shani I, Walker TJ, Wetter DW.
Innovative Health Care Delivery: The Scientific and Regulatory Challenges in Designing mHealth Interventions
National Academy of Medicine Perspectives
Saghafian S, Murphy SA.
Multitiered Systems of Support, Adaptive Interventions, and SMART Designs
Exceptional Children
Roberts G, Clemens N, Doabler CT, Vaughn S, Almirall D, Nahum-Shani I.
Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning
ArXiv Preprint
Rathnam S, Murphy SA, Doshi-Velez F.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Main outcomes of M-bridge: A sequential multiple assignment randomized trial (SMART) for developing an adaptive preventive intervention for college drinking
Journal of Consulting and Clinical Psychology
Patrick ME, Lyden GR, Morrell N, Mehus CJ, Gunlicks-Stoessel M, Lee CM, King CA, Bonar EE, Nahum-Shani I, Almirall D, Larimer ME, Vock DM.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychology
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
Dynamic models of stress-smoking responses based on high-frequency sensor data
npj Digital Medicine
Hojjatinia S, Daly ER, Hnat T, Hossain SM, Kumar S, Lagoa CM, Nahum-Shani I, Samiei SA, Spring B, Conroy DE.
Workflow analysis for design of an electronic health record-based tobacco cessation intervention in community health centers
JAMIA Open
Gibson B, Kramer H, Weir C, Fiol G, Borbolla D, Schlechter CR, Lam C, Nelson M, Bohner C, Schulthies S, Sieperas T, Pruhs A, Nahum-Shani I, Fernandez ME, Wetter DW.
SMART Binary: Sample Size Calculation for Comparing Adaptive Interventions in SMART studies with Longitudinal Binary Outcomes
ArXiv Preprint
Dziak JJ, Almirall D, Dempsey W, Stanger C, Nahum-Shani I
Using Intensive Longitudinal Data to Identify Early Predictors of Suicide-Related Outcomes in High-Risk Adolescents: Practical and Conceptual Considerations
Assessment
Czyz EK, Yap JRT, King CA, Nahum-Shani I.
Predicting short-term suicidal thoughts in adolescents using machine learning: developing decision tools to identify daily level risk after hospitalization
Psychological Medicine
Czyz EK, Koo HJ, Al-Dajani N, King CA, Nahum-Shani I.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
Journal of Child Psychology and Psychiatry
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Developing an Adaptive Mobile Intervention to Address Risky Substance Use Among Adolescents and Emerging Adults: Usability Study
JMIR mHealth and uHealth
Coughlin LN, Nahum-Shani I, Philyaw-Kotov ML, Bonar EE, Rabbi M, Klasnja P, Murphy S, Walton MA.
Toward a Just-in-Time Adaptive Intervention to Reduce Emerging Adult Alcohol Use: Testing Approaches for Identifying When to Intervene
Substance Use & Misuse
Coughlin LN, Nahum-Shani I, Bonar EE, Philyaw-Kotov ML, Rabbi M, Klasnja P, Walton MA.
Facial emotion recognition in major depressive disorder: A meta-analytic review
J Affect Disord
Krause FC, Linardatos E, Fresco DM, Moore MT.
Multitiered Systems of Support, Adaptive Interventions, and SMART Designs
Except Child
Roberts G, Clemens N, Doabler CT, Vaughn S, Almirall D, Nahum-Shani I.
One view of the next decade of research on behavioral and biobehavioral approaches to cancer prevention and control: intervention optimization
Transl Behav Med
Collins LM, Strayhorn JC, Vanness DJ.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemp Clin Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
The multiphase optimization strategy (MOST) in child maltreatment prevention research
J Child Fam Stud
Guastaferro K, Strayhorn JC, Collins LM.
Feasibility of an Emotion Regulation Intervention for Patients in Cardiac Rehabilitation
West J Nurs Res
Wierenga KL, Fresco DM, Alder M, Moore SM.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Dynamic models of stress-smoking responses based on high-frequency sensor data
NPJ Digit Med
Hojjatinia S, Daly ER, Hnat T, Hossain SM, Kumar S, Lagoa CM, Nahum-Shani I, Samiei SA, Spring B, Conroy DE.
Optimization Methods and Implementation Science: An Opportunity for Behavioral and Biobehavioral Interventions
Implement Res Pract
Guastaferro K, Collins LM.
From psychological to physical health: Exploring temporal precedence throughout emotion regulation therapy
J Anxiety Disord
Renna ME, O'Toole MS, Fresco DM, Heimberg RG, Mennin DS.
Sense2Stop: A micro-randomized trial using wearable sensors to optimize a just-in-time-adaptive stress management intervention for smoking relapse prevention
Contemp Clin Trials
Battalio SL, Conroy DE, Dempsey W, Liao P, Menictas M, Murphy S, Nahum-Shani I, Qian T, Kumar S, Spring B.
Application of community – engaged dissemination and implementation science to improve health equity
Prev Med Rep
Schlechter CR, Del Fiol G, Lam CY, Fernandez ME, Greene T, Yack M, Schulthies S, Nelson M, Bohner C, Pruhs A, Siaperas T, Kawamoto K, Gibson B, Nahum-Shani I, Walker TJ, Wetter DW.
It’s quality and quantity: the effect of the amount of comments on online suicidal posts
Proc Conf Empir Methods Nat Lang Process
Low DM, Zuromski KL, Kessler D, Ghosh SS, Nock M, Dempsey W.
Toward a Just-in-Time Adaptive Intervention to Reduce Emerging Adult Alcohol Use: Testing Approaches for Identifying When to Intervene
Subst Use Misuse
Coughlin LN, Nahum-Shani I, Bonar EE, Philyaw-Kotov ML, Rabbi M, Klasnja P, Walton MA.
Microrandomized Trial Design for Evaluating Just-in-Time Adaptive Interventions Through Mobile Health Technologies for Cardiovascular Disease
Circ Cardiovasc Qual Outcomes
Golbus JR, Dempsey W, Jackson EA, Nallamothu BK, Klasnja P.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychol
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
The impact of emotion regulation therapy on emotion differentiation in psychologically distressed caregivers of cancer patients
Anxiety Stress Coping
Mikkelsen MB, Elkjær E, Mennin DS, Fresco DM, Zachariae R, Applebaum A, O'Toole MS.
A Pilot Study Using Frequent Inpatient Assessments of Suicidal Thinking to Predict Short-Term Postdischarge Suicidal Behavior
JAMA Netw Open
Wang SB, Coppersmith DDL, Kleiman EM, Bentley KH, Millner AJ, Fortgang R, Mair P, Dempsey W, Huffman JC, Nock MK.
Main outcomes of M-bridge: A sequential multiple assignment randomized trial (SMART) for developing an adaptive preventive intervention for college drinking
J Consult Clin Psychol
Patrick ME, Lyden GR, Morrell N, Mehus CJ, Gunlicks-Stoessel M, Lee CM, King CA, Bonar EE, Nahum-Shani I, Almirall D, Larimer ME, Vock DM.
Workflow analysis for design of an electronic health record-based tobacco cessation intervention in community health centers
JAMIA Open
Gibson B, Kramer H, Weir C, Fiol G, Borbolla D, Schlechter CR, Lam C, Nelson M, Bohner C, Schulthies S, Sieperas T, Pruhs A, Nahum-Shani I, Fernandez ME, Wetter DW.
Developing an Adaptive Mobile Intervention to Address Risky Substance Use Among Adolescents and Emerging Adults: Usability Study
JMIR Mhealth Uhealth
Coughlin LN, Nahum-Shani I, Philyaw-Kotov ML, Bonar EE, Rabbi M, Klasnja P, Murphy S, Walton MA.
Black and Latino Persons Living with HIV Evidence Risk and Resilience in the Context of COVID-19: A Mixed-Methods Study of the Early Phase of the Pandemic
AIDS Behav
Gwadz M, Campos S, Freeman R, Cleland CM, Wilton L, Sherpa D, Ritchie AS, Hawkins RL, Allen JY, Martinez BY, Dorsen C, Collins LM, Hroncich T, Cluesman SR, Leonard NR.
A Hybrid Evaluation-Optimization Trial to Evaluate an Intervention Targeting the Intersection of Alcohol and Sex in College Students and Simultaneously Test an Additional Component Aimed at Preventing Sexual Violence
Ann Behav Med
Tanner AE, Guastaferro KM, Rulison KL, Wyrick DL, Milroy JJ, Bhandari S, Thorpe S, Ware S, Miller AM, Collins LM.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Adaptive intervention for prevention of adolescent suicidal behavior after hospitalization: a pilot sequential multiple assignment randomized trial
J Child Psychol Psychiatry
Czyz EK, King CA, Prouty D, Micol VJ, Walton M, Nahum-Shani I.
Using Intensive Longitudinal Data to Identify Early Predictors of Suicide-Related Outcomes in High-Risk Adolescents: Practical and Conceptual Considerations
Assessment
Czyz EK, Yap JRT, King CA, Nahum-Shani I.
Are behaviour change techniques and intervention features associated with effectiveness of digital cardiac rehabilitation programmes? A systematic review protocol
HRB Open Res
Kenny E, McEvoy JW, McSharry J, Collins LM, Taylor RS, Byrne M.
Understanding Medical Distrust Among African American/Black and Latino Persons Living With HIV With Sub-Optimal Engagement Along the HIV Care Continuum: A Machine Learning Approach
Sage Open
He N, Cleland CM, Gwadz M, Sherpa D, Ritchie AS, Martinez BY, Collins LM.
Stopping, starting, and sustaining HIV antiretroviral therapy: a mixed-methods exploration among African American/Black and Latino long-term survivors of HIV in an urban context
BMC Public Health
Gwadz M, Cleland CM, Freeman R, Wilton L, Collins LM, L Hawkins R, Ritchie AS, Leonard NR, Jonas DF, Korman A, Cluesman S, He N, Sherpa D.
Evaluating four motivation-phase intervention components for use with primary care patients unwilling to quit smoking: a randomized factorial experiment
Addiction
Cook JW, Baker TB, Fiore MC, Collins LM, Piper ME, Schlam TR, Bolt DM, Smith SS, Zwaga D, Jorenby DE, Mermelstein R.
Consensus Statement on Ethical & Safety Practices for Conducting Digital Monitoring Studies with People at Risk of Suicide and Related Behaviors
Psychiatr Res Clin Pract
Nock MK, Kleiman EM, Abraham M, Bentley KH, Brent DA, Buonopane RJ, Castro-Ramirez F, Cha CB, Dempsey W, Draper J, Glenn CR, Harkavy-Friedman J, Hollander MR, Huffman JC, Lee HIS, Millner AJ, Mou D, Onnela JP, Picard RW, Quay HM, Rankin O, Sewards S, Torous J, Wheelis J, Whiteside U, Siegel G, Ordóñez AE, Pearson JL.
Moderators and mediators of emotion regulation therapy for psychologically distressed caregivers of cancer patients: secondary analyses from a randomized controlled trial
Acta Oncol
O'Toole MS, Mennin DS, Applebaum AJ, Fresco DM, Zachariae R.
Inside the Clockwork of the ECHO Factorial Trial: A Conceptual Model With Proposed Mediators for Prevention of Emotional Problems in Children
Front Psychol
Ingul JM, Martinsen K, Adolfsen F, Sund AM, Ytreland K, Bania EV, Lisøy C, Rasmussen LP, Haug IM, Patras J, Collins LM, Kendall PC, Neumer SP.
Does Dispositional Mindfulness Predict Cardiovascular Reactivity to Emotional Stress in Prehypertension? Latent Growth Curve Analyses from the Serenity Study
Mindfulness (N Y)
Chin GR, Greeson JM, Hughes JW, Fresco DM.
African American/Black and Latino Adults with Detectable HIV Viral Load Evidence Substantial Risk for Polysubstance Substance Use and Co-occurring Problems: A Latent Class Analysis
AIDS Behav
Cleland CM, Gwadz M, Collins LM, Wilton L, Sherpa D, Dorsen C, Leonard NR, Cluesman SR, Martinez BY, Ritchie AS, Ayvazyan M.
A Digital Health Intervention (SweetGoals) for Young Adults With Type 1 Diabetes: Protocol for a Factorial Randomized Trial
JMIR Res Protoc
Stanger C, Kowatsch T, Xie H, Nahum-Shani I, Lim-Liberty F, Anderson M, Santhanam P, Kaden S, Rosenberg B.
The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol
Contemp Clin Trials
Nahum-Shani I, Potter LN, Lam CY, Yap J, Moreno A, Stoffel R, Wu Z, Wan N, Dempsey W, Kumar S, Ertin E, Murphy SA, Rehg JM, Wetter DW.
Statistical Inference with M-Estimators on Adaptively Collected Data
Adv Neural Inf Process Syst
Zhang KW, Janson L, Murphy SA.
Estimating time-varying causal excursion effect in mobile health with binary outcomes
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Building a Coaching Culture-The Roles of Coaches, Mentors, and Sponsors
J Public Health Manag Pract
Baker EL, Hengelbrok H, Murphy SA, Gilkey R.
Conducting Successful Virtual Meetings While Managing COVID Fatigue
J Public Health Manag Pract
Baker EL, Murphy SA.
A Systematic Approach to Job Transitions-Finding Your Way and Landing in Your Best Place
J Public Health Manag Pract
Baker EL, Murphy SA.
Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial
Health Psychol
Nahum-Shani I, Rabbi M, Yap J, Philyaw-Kotov ML, Klasnja P, Bonar EE, Cunningham RM, Murphy SA, Walton MA.
Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment
JMIR Res Protoc
Psihogios AM, Rabbi M, Ahmed A, McKelvey ER, Li Y, Laurenceau JP, Hunger SP, Fleisher L, Pai AL, Schwartz LA, Murphy SA, Barakat LP.
Innovative Health Care Delivery: The Scientific and Regulatory Challenges in Designing mHealth Interventions
NAM Perspect
Saghafian S, Murphy SA.
Rejoinder: ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
Biometrika
Qian T, Yoo H, Klasnja P, Almirall D, Murphy SA.
Sample size considerations for comparing dynamic treatment regimens in a sequential multiple-assignment randomized trial with a continuous longitudinal outcome
Statistical Methods in Medical Research
Seewald NJ, Kidwell KM, Nahum-Shani I, Wu T, McKay JR, Almirall D.
The Balanced Opioid Initiative: protocol for a clustered, sequential, multiple-assignment randomized trial to construct an adaptive implementation strategy to improve guideline-concordant opioid prescribing in primary care
Implementation Science
Quanbeck A, Almirall D, Jacobson N, Brown RT, Landeck JK, Madden L, Cohen A, Deyo BMF, Robinson J, Johnson RA, Schumacher N.
A sequential multiple assignment randomized trial (SMART) protocol for empirically developing an adaptive preventive intervention for college student drinking reduction
Contemporary Clinical Trials
Patrick ME, Boatman JA, Morrell N, Wagner AC, Lyden GR, Nahum-Shani I, King CA, Bonar EE, Lee CM, Larimer ME, Vock DM, Almirall D.
SMART longitudinal analysis: A tutorial for using repeated outcome measures from SMART studies to compare adaptive interventions
Psychological Methods
Nahum-Shani I, Almirall D, Yap JRT, McKay JR, Lynch KG, Freiheit EA, Dziak JJ.
Sample size considerations for comparing dynamic treatment regimens in a sequential multiple-assignment randomized trial with a continuous longitudinal outcome
Stat Methods Med Res
Seewald NJ, Kidwell KM, Nahum-Shani I, Wu T, McKay JR, Almirall D.
Emotion Regulation Therapy and Its Potential Role in the Treatment of Chronic Stress-Related Pathology Across Disorders
Chronic Stress (Thousand Oaks)
Renna ME, Fresco DM, Mennin DS.
Neural Processing and Perceived Discrimination Stress in African Americans
Nurs Res
Wright KD, Jack AI, Friedman JP, Jones LM, Sattar A, Fresco DM, Moore SM.
Identifying optimal level-of-care placement decisions for adolescent substance use treatment
Drug Alcohol Depend
Agniel D, Almirall D, Burkhart Q, Grant S, Hunter SB, Pedersen ER, Ramchand R, Griffin BA.
Developments in Mobile Health Just-in-Time Adaptive Interventions for Addiction Science
Curr Addict Rep
Carpenter SM, Menictas M, Nahum-Shani I, Wetter DW, Murphy SA.
Neural correlates of mindful emotion regulation in high and low ruminators
Sci Rep
Rosenbaum D, Kroczek AM, Hudak J, Rubel J, Maier MJ, Sorg T, Weisbender L, Goldau L, Mennin D, Fresco DM, Fallgatter AJ, Ehlis AC.
A Robust Functional EM Algorithm for Incomplete Panel Count Data
Adv Neural Inf Process Syst
Moreno A, Wu Z, Yap J, Lam C, Wetter DW, Nahum-Shani I, Dempsey W, Rehg JM.
Measurement Invariance of the Ruminative Responses Scale Across Gender
Assessment
Whisman MA, Miranda R, Fresco DM, Heimberg RG, Jeglic EL, Weinstock LM.
A sequential multiple assignment randomized trial (SMART) protocol for empirically developing an adaptive preventive intervention for college student drinking reduction
Contemp Clin Trials
Patrick ME, Boatman JA, Morrell N, Wagner AC, Lyden GR, Nahum-Shani I, King CA, Bonar EE, Lee CM, Larimer ME, Vock DM, Almirall D.
Emotion regulation therapy for cancer caregivers-an open trial of a mechanism-targeted approach to addressing caregiver distress
Transl Behav Med
Applebaum AJ, Panjwani AA, Buda K, O'Toole MS, Hoyt MA, Garcia A, Fresco DM, Mennin DS.
A comparison of decentering across demographic groups and meditation experience: Support for the measurement invariance of the Experiences Questionnaire
Psychol Assess
Naragon-Gainey K, McMahon TP, Strowger M, Lackner RJ, Seah THS, Moore MT, Fresco DM.
The Stratified Micro-Randomized Trial Design: Sample Size Considerations for Testing Nested Causal Effects of Time-Varying Treatments
Ann Appl Stat
Dempsey W, Liao P, Kumar S, Murphy SA.
Noninferiority and equivalence tests in sequential, multiple assignment, randomized trials (SMARTs)
Psychol Methods
Ghosh P, Nahum-Shani I, Spring B, Chakraborty B.
Predictors of Smoking Cessation Attempts and Success Following Motivation-Phase Interventions Among People Initially Unwilling to Quit Smoking
Nicotine Tob Res
Klemperer EM, Mermelstein R, Baker TB, Hughes JR, Fiore MC, Piper ME, Schlam TR, Jorenby DE, Collins LM, Cook JW.
SMART longitudinal analysis: A tutorial for using repeated outcome measures from SMART studies to compare adaptive interventions
Psychol Methods
Nahum-Shani I, Almirall D, Yap JRT, McKay JR, Lynch KG, Freiheit EA, Dziak JJ.
The Balanced Opioid Initiative: protocol for a clustered, sequential, multiple-assignment randomized trial to construct an adaptive implementation strategy to improve guideline-concordant opioid prescribing in primary care
Implement Sci
Quanbeck A, Almirall D, Jacobson N, Brown RT, Landeck JK, Madden L, Cohen A, Deyo BMF, Robinson J, Johnson RA, Schumacher N.
Power analysis in a SMART design: sample size estimation for determining the best embedded dynamic treatment regime
Biostatistics
Artman WJ, Nahum-Shani I, Wu T, Mckay JR, Ertefaie A.
Developing a Psychological-Behavioral Intervention in Cardiac Patients Using the Multiphase Optimization Strategy: Lessons Learned From the Field
Ann Behav Med
Huffman JC, Millstein RA, Celano CM, Healy BC, Park ER, Collins LM.
A Factorial Experiment to Optimize Remotely Delivered Behavioral Treatment for Obesity: Results of the Opt-IN Study
Obesity (Silver Spring)
Spring B, Pfammatter AF, Marchese SH, Stump T, Pellegrini C, McFadden HG, Hedeker D, Siddique J, Jordan N, Collins LM.
Inflexible autonomic responses to sadness predict habitual and real-world rumination: A multi-level, multi-wave study
Biol Psychol
Stange JP, Hamilton JL, Shepard R, Wu J, Fresco DM, Alloy LB.
Understanding long-term HIV survivorship among African American/Black and Latinx persons living with HIV in the United States: a qualitative exploration through the lens of symbolic violence
Int J Equity Health
Freeman R, Gwadz M, Wilton L, Collins LM, Dorsen C, Hawkins RL, Silverman E, Martinez BY, Leonard NR, Applegate A, Cluesman S.
QuitSMART Utah: an implementation study protocol for a cluster-randomized, multi-level Sequential Multiple Assignment Randomized Trial to increase Reach and Impact of tobacco cessation treatment in Community Health Centers
Implement Sci
Fernandez ME, Schlechter CR, Del Fiol G, Gibson B, Kawamoto K, Siaperas T, Pruhs A, Greene T, Nahum-Shani I, Schulthies S, Nelson M, Bohner C, Kramer H, Borbolla D, Austin S, Weir C, Walker TW, Lam CY, Wetter DW.
Developments in Mobile Health Just-in-Time Adaptive Interventions for Addiction Science
Curr Addict Rep
Carpenter SM, Menictas M, Nahum-Shani I, Wetter DW, Murphy SA.
THE STRATIFIED MICRO-RANDOMIZED TRIAL DESIGN: SAMPLE SIZE CONSIDERATIONS FOR TESTING NESTED CAUSAL EFFECTS OF TIME-VARYING TREATMENTS
Ann Appl Stat
Dempsey W, Liao P, Kumar S, Murphy SA.
Optimizing an Acceptance and Commitment Therapy Microintervention Via a Mobile App With Two Cohorts: Protocol for Micro-Randomized Trials
JMIR Res Protoc
Kroska EB, Hoel S, Victory A, Murphy SA, McInnis MG, Stowe ZN, Cochran A.
Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study
Stat Sci
Qian T, Klasnja P, Murphy SA.
A neurobehavioral account for decentering as the salve for the distressed mind
Current Opinion in Psychology
King AP, Fresco DM.
The relationships between health information behavior and neural processing in african americans with prehypertension
Journal of the Association for Information Science and Technology
Jones LM, Wright KD, Jack AI, Friedman JP, Fresco DM, Veinot T, Lu W, Moore SM.
All together now: utilizing common functional change principles to unify cognitive behavioral and mindfulness-based therapies
Current Opinion in Psychology
Fresco DM, Mennin DS
A neurobehavioral account for decentering as the salve for the distressed mind
Curr Opin Psychol
King AP, Fresco DM.
Metacognitive processes model of decentering: emerging methods and insights
Curr Opin Psychol
Bernstein A, Hadash Y, Fresco DM.
Tibetan Buddhist monastic debate: Psychological and neuroscientific analysis of a reasoning-based analytical meditation practice
Prog Brain Res
van Vugt MK, Moye A, Pollock J, Johnson B, Bonn-Miller MO, Gyatso K, Thakchoe J, Phuntsok L, Norbu N, Tenzin L, Lodroe T, Lobsang J, Gyaltsen J, Khechok J, Gyaltsen T, Fresco DM.
The selection of comparators for randomized controlled trials of health-related behavioral interventions: recommendations of an NIH expert panel
J Clin Epidemiol
Freedland KE, King AC, Ambrosius WT, Mayo-Wilson E, Mohr DC, Czajkowski SM, Thabane L, Collins LM, Rebok GW, Treweek SP, Cook TD, Edinger JD, Stoney CM, Campo RA, Young-Hyman D, Riley WT; National Institutes of Health Office of Behavioral and Social Sciences Research Expert Panel on Comparator Selection in Behavioral and Social Science Clinical Trials.
All together now: utilizing common functional change principles to unify cognitive behavioral and mindfulness-based therapies
Curr Opin Psychol
Fresco DM, Mennin DS.
The Effect of an HIV Self-Management Intervention on Neurocognitive Behavioral Processing
West J Nurs Res
Webel AR, Schreiner N, Salata RA, Friedman J, Jack AI, Sattar A, Fresco DM, Rodriguez M, Moore S.
Changes in Functional Connectivity Following Treatment With Emotion Regulation Therapy
Front Behav Neurosci
Scult MA, Fresco DM, Gunning FM, Liston C, Seeley SH, García E, Mennin DS.
A Randomized Controlled Trial of Emotion Regulation Therapy for Psychologically Distressed Caregivers of Cancer Patients
JNCI Cancer Spectr
O'Toole MS, Mennin DS, Applebaum A, Weber B, Rose H, Fresco DM, Zachariae R.
Achieving the Goals of Translational Science in Public Health Intervention Research: The Multiphase Optimization Strategy (MOST)
Am J Public Health
Guastaferro K, Collins LM.
A Data Analysis Method for Using Longitudinal Binary Outcome Data from a SMART to Compare Adaptive Interventions
Multivariate Behav Res
Dziak JJ, Yap JRT, Almirall D, McKay JR, Lynch KG, Nahum-Shani I.
Implementation research for public sector mental health care scale-up (SMART-DAPPER): a sequential multiple, assignment randomized trial (SMART) of non-specialist-delivered psychotherapy and/or medication for major depressive disorder and posttraumatic stress disorder (DAPPER) integrated with outpatient care clinics at a county hospital in Kenya
BMC Psychiatry
Levy R, Mathai M, Chatterjee P, Ongeri L, Njuguna S, Onyango D, Akena D, Rota G, Otieno A, Neylan TC, Lukwata H, Kahn JG, Cohen CR, Bukusi D, Aarons GA, Burger R, Blum K, Nahum-Shani I, McCulloch CE, Meffert SM.
The relationships between health information behavior and neural processing in african americans with prehypertension
J Assoc Inf Sci Technol
Jones LM, Wright KD, Jack AI, Friedman JP, Fresco DM, Veinot T, Lu W, Moore SM.
SMART: Study protocol for a sequential multiple assignment randomized controlled trial to optimize weight loss management
Contemp Clin Trials
Pfammatter AF, Nahum-Shani I, DeZelar M, Scanlan L, McFadden HG, Siddique J, Hedeker D, Spring B.
Characterization of Brain Signatures to Add Precision to Self-Management Health Information Interventions
Nurs Res
Moore SM, Musil CM, Jack AI, Alder ML, Fresco DM, Webel A, Wright KD, Sattar A, Higgins P.
Piloting a Sequential, Multiple Assignment, Randomized Trial for Mothers with Attention-Deficit/Hyperactivity Disorder and Their At-Risk Young Children
J Child Adolesc Psychopharmacol
Schoenfelder EN, Chronis-Tuscano A, Strickland J, Almirall D, Stein MA.
Effects of motivation phase intervention components on quit attempts in smokers unwilling to quit: A factorial experiment
Drug Alcohol Depend
Engle JL, Mermelstein R, Baker TB, Smith SS, Schlam TR, Piper ME, Jorenby DE, Collins LM, Cook JW.
Changes in Decentering and Reappraisal Temporally Precede Symptom Reduction During Emotion Regulation Therapy for Generalized Anxiety Disorder With and Without Co-Occurring Depression
Behav Ther
O'Toole MS, Renna ME, Mennin DS, Fresco DM.
Change in Patient Outcomes After Augmenting a Low-level Implementation Strategy in Community Practices That Are Slow to Adopt a Collaborative Chronic Care Model: A Cluster Randomized Implementation Trial
Med Care
Smith SN, Almirall D, Prenovost K, Liebrecht C, Kyle J, Eisenberg D, Bauer MS, Kilbourne AM.
The lingering effects of work context: Ambient work-unit characteristics and the impact of retirement on alcohol consumption
Hum Relat
Nahum-Shani I, Bamberger P.
An Individualized, Data-Driven Digital Approach for Precision Behavior Change
Am J Lifestyle Med
Wongvibulsin S, Martin SS, Saria S, Zeger SL, Murphy SA.
Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps
Ann Behav Med
Klasnja P, Smith S, Seewald NJ, Lee A, Hall K, Luers B, Hekler EB, Murphy SA.
Practical Considerations for Data Collection and Management in Mobile Health Micro-randomized Trials
Stat Biosci
Seewald NJ, Smith SN, Lee AJ, Klasnja P, Murphy SA.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Annals of Behavioral Medicine
Inbal Nahum-Shani, Shawna N Smith, Bonnie Spring, Katie Witkiewitz, Linda M Collins, Ambuj Tewari, S Murphy
Increased Attention Regulation from Emotion Regulation Therapy for Generalized Anxiety Disorder
Cognitive Therapy and Research
Renna ME, Seeley SH, Heimberg RG, Etkin A, Fresco DM, Mennin DS.
A Pilot Study of Emotion Regulation Therapy for Generalized Anxiety and Depression: Findings From a Diverse Sample of Young Adults
Behavior Therapy
Renna ME, Quintero JM, Soffer A, Pino M, Ader L, Fresco DM, Mennin DS.
The use of the mirror tracing persistence task as a measure of distress tolerance in generalized anxiety disorder
Journal of Rational Emotive & Cognitive-Behavior Therapy
Renna ME, Chin S, Seeley SH, Mennin DS, Fresco DM, Heimberg RG.
Optimizing Digital Integrated Care via Micro-Randomized Trials
Clin Pharmacol Ther
Walton A, Nahum-Shani I, Crosby L, Klasnja P, Murphy S.
Developing Optimized Adaptive Interventions in Education
J Res Educ Eff
Almirall D, Kasari C, McCaffrey DF, Nahum-Shani I.
Multilevel factorial designs with experiment-induced clustering
Psychol Methods
Nahum-Shani I, Dziak JJ, Collins LM.
Lung Cancer Screening and Smoking Cessation Clinical Trials. SCALE (Smoking Cessation within the Context of Lung Cancer Screening) Collaboration
Am J Respir Crit Care Med
Joseph AM, Rothman AJ, Almirall D, Begnaud A, Chiles C, Cinciripini PM, Fu SS, Graham AL, Lindgren BR, Melzer AC, Ostroff JS, Seaman EL, Taylor KL, Toll BA, Zeliadt SB, Vock DM.
Just-in-Time but Not Too Much: Determining Treatment Timing in Mobile Health
Proc ACM Interact Mob Wearable Ubiquitous Technol
Liao P, Dempsey W, Sarker H, Hossain SM, Al'absi M, Klasnja P, Murphy S.
Assessing Time-Varying Causal Effect Moderation in Mobile Health
J Am Stat Assoc
Boruvka A, Almirall D, Witkiewitz K, Murphy SA.
Tree-based Reinforcement Learning for Estimating Dynamic Treatment Regimes
Ann Appl Stat
Tao Y, Wang L, Almirall D.
A Randomized Controlled Trial of an Optimized Smoking Treatment Delivered in Primary Care
Ann Behav Med
Piper ME, Cook JW, Schlam TR, Jorenby DE, Smith SS, Collins LM, Mermelstein R, Fraser D, Fiore MC, Baker TB.
Toward Increasing Engagement in Substance Use Data Collection: Development of the Substance Abuse Research Assistant App and Protocol for a Microrandomized Trial Using Adolescents and Emerging Adults
JMIR Res Protoc
Rabbi M, Philyaw Kotov M, Cunningham R, Bonar EE, Nahum-Shani I, Klasnja P, Walton M, Murphy S.
Optimization of a technology-supported physical activity intervention for breast cancer survivors: Fit2Thrive study protocol
Contemp Clin Trials
Phillips SM, Collins LM, Penedo FJ, Courneya KS, Welch W, Cottrell A, Lloyd GR, Gavin K, Cella D, Ackermann RT, Siddique J, Spring B.
Tobacco dependence treatment in the emergency department: A randomized trial using the Multiphase Optimization Strategy
Contemp Clin Trials
Bernstein SL, Dziura J, Weiss J, Miller T, Vickerman KA, Grau LE, Pantalon MV, Abroms L, Collins LM, Toll B.
Prevalence, duration and risk factors for appendicular osteoarthritis in a UK dog population under primary veterinary care
Sci Rep
Anderson KL, O'Neill DG, Brodbelt DC, Church DB, Meeson RL, Sargan D, Summers JF, Zulch H, Collins LM.
Design and Analysis Considerations for Comparing Dynamic Treatment Regimens with Binary Outcomes from Sequential Multiple Assignment Randomized Trials
J Appl Stat
Kidwell KM, Seewald NJ, Tran Q, Kasari C, Almirall D.
Organizational culture and climate as moderators of enhanced outreach for persons with serious mental illness: results from a cluster-randomized trial of adaptive implementation strategies
Implement Sci
Smith SN, Almirall D, Prenovost K, Goodrich DE, Abraham KM, Liebrecht C, Kilbourne AM.
To Prompt or Not to Prompt? A Microrandomized Trial of Time-Varying Push Notifications to Increase Proximal Engagement With a Mobile Health App
JMIR Mhealth Uhealth
Bidargaddi N, Almirall D, Murphy S, Nahum-Shani I, Kovalcik M, Pituch T, Maaieh H, Strecher V.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Ann Behav Med
Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA.
Does college alcohol consumption impact employment upon graduation? Findings from a prospective study
J Appl Psychol
Bamberger PA, Koopmann J, Wang M, Larimer M, Nahum-Shani I, Geisner I, Bacharach SB.
A Pilot Study of Emotion Regulation Therapy for Generalized Anxiety and Depression: Findings From a Diverse Sample of Young Adults
Behav Ther
Renna ME, Quintero JM, Soffer A, Pino M, Ader L, Fresco DM, Mennin DS.
Adaptive School-based Implementation of CBT (ASIC): clustered-SMART for building an optimized adaptive implementation intervention to improve uptake of mental health interventions in schools
Implement Sci
Kilbourne AM, Smith SN, Choi SY, Koschmann E, Liebrecht C, Rusch A, Abelson JL, Eisenberg D, Himle JA, Fitzgerald K, Almirall D.
A randomized controlled trial of emotion regulation therapy for generalized anxiety disorder with and without co-occurring depression
J Consult Clin Psychol
Mennin DS, Fresco DM, O'Toole MS, Heimberg RG.
Optimizing a Positive Psychology Intervention to Promote Health Behaviors After an Acute Coronary Syndrome: The Positive Emotions After Acute Coronary Events III (PEACE-III) Randomized Factorial Trial
Psychosom Med
Celano CM, Albanese AM, Millstein RA, Mastromauro CA, Chung WJ, Campbell KA, Legler SR, Park ER, Healy BC, Collins LM, Januzzi JL, Huffman JC.
Healthy Campus Trial: a multiphase optimization strategy (MOST) fully factorial trial to optimize the smartphone cognitive behavioral therapy (CBT) app for mental health promotion among university students: study protocol for a randomized controlled trial
Trials
Uwatoko T, Luo Y, Sakata M, Kobayashi D, Sakagami Y, Takemoto K, Collins LM, Watkins E, Hollon SD, Wason J, Noma H, Horikoshi M, Kawamura T, Iwami T, Furukawa TA.
Response to discussants of “”survival models and health sequences””
Lifetime Data Anal
Dempsey W, McCullagh P.
From hype to reality: data science enabling personalized medicine
BMC Med
Fröhlich H, Balling R, Beerenwinkel N, Kohlbacher O, Kumar S, Lengauer T, Maathuis MH, Moreau Y, Murphy SA, Przytycka TM, Rebhan M, Röst H, Schuppert A, Schwab M, Spang R, Stekhoven D, Sun J, Weber A, Ziemek D, Zupan B.
Assessing Time-Varying Causal Effect Moderation in Mobile Health
J Am Stat Assoc
Boruvka A, Almirall D, Witkiewitz K, Murphy SA.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
Ann Behav Med
Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA.
An Overview of Research and Evaluation Designs for Dissemination and Implementation
Annu Rev Public Health
Brown CH, Curran G, Palinkas LA, Aarons GA, Wells KB, Jones L, Collins LM, Duan N, Mittman BS, Wallace A, Tabak RG, Ducharme L, Chambers DA, Neta G, Wiley T, Landsverk J, Cheung K, Cruden G.
Distinct Functional Connectivities Predict Clinical Response with Emotion Regulation Therapy
Front Hum Neurosci
Fresco DM, Roy AK, Adelsberg S, Seeley S, García-Lesy E, Liston C, Mennin DS.
ewrapper: Operationalizing engagement strategies in mHealth
Proc ACM Int Conf Ubiquitous Comput
Wagner B 3rd, Liu E, Shaw SD, Iakovlev G, Zhou L, Harrington C, Abowd G, Yoon C, Kumar S, Murphy S, Spring B, Nahum-Shani I.
Inflexibility as a Vulnerability to Depression: A Systematic Qualitative Review
Clin Psychol (New York)
Stange JP, Alloy LB, Fresco DM.
iSurvive: An Interpretable, Event-time Prediction Model for mHealth
Proc Mach Learn Res
Dempsey WH, Moreno A, Scott CK, Dennis ML, Gustafson DH, Murphy SA, Rehg JM.
Implementing Clinical Research Using Factorial Designs: A Primer
Behav Ther
Baker TB, Smith SS, Bolt DM, Loh WY, Mermelstein R, Fiore MC, Piper ME, Collins LM.
Autonomic reactivity and vulnerability to depression: A multi-wave study
Emotion
Stange JP, Hamilton JL, Olino TM, Fresco DM, Alloy LB.
A SMART data analysis method for constructing adaptive treatment strategies for substance use disorders
Addiction
Nahum-Shani I, Ertefaie A, Lu XL, Lynch KG, McKay JR, Oslin DW, Almirall D.
Emotion Regulation Therapy: A Mechanism-Targeted Treatment for Disorders of Distress
Front Psychol
Renna ME, Quintero JM, Fresco DM, Mennin DS.
SARA: A Mobile App to Engage Users in Health Data Collection
Proc ACM Int Conf Ubiquitous Comput
Rabbi M, Philyaw-Kotov M, Lee J, Mansour A, Dent L, Wang X, Cunningham R, Bonar E, Nahum-Shani I, Klasnja P, Walton M, Murphy S.
Flexible parasympathetic responses to sadness facilitate spontaneous affect regulation
Psychophysiology
Stange JP, Hamilton JL, Fresco DM, Alloy LB.
Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K)
IEEE Pervasive Comput
Kumar S, Abowd G, Abraham WT, al'Absi M, Chau DHP, Ertin E, Estrin D, Ganesan D, Hnat T, Hossain SM, Ives Z, Kerr J, Marlin BM, Murphy S, Rehg JM, Nahum-Shani I, Shetty V, Sim I, Spring B, Srivastava M, Wetter D.
Program for lung cancer screening and tobacco cessation: Study protocol of a sequential, multiple assignment, randomized trial
Contemp Clin Trials
Fu SS, Rothman AJ, Vock DM, Lindgren B, Almirall D, Begnaud A, Melzer A, Schertz K, Glaeser S, Hammett P, Joseph AM.
Implementing Effective Policy in a National Mental Health Reengagement Program for Veterans
J Nerv Ment Dis
Smith SN, Lai Z, Almirall D, Goodrich DE, Abraham KM, Nord KM, Kilbourne AM.
Toward precision smoking cessation treatment I: Moderator results from a factorial experiment
Drug Alcohol Depend
Piper ME, Schlam TR, Cook JW, Smith SS, Bolt DM, Loh WY, Mermelstein R, Collins LM, Fiore MC, Baker TB.
Exchangeable Markov survival processes and weak continuity of predictive distributions
Electron J Stat
Dempsey W, McCullagh P.
The Right Tool for the Job: Choosing Between Covariate-balancing and Generalized Boosted Model Propensity Scores
Epidemiology
Setodji CM, McCaffrey DF, Burgette LF, Almirall D, Griffin BA.
Perseverate or decenter? Differential effects of metacognition on the relationship between parasympathetic inflexibility and symptoms of depression in a multi-wave study
Behav Res Ther
Stange JP, Hamilton JL, Fresco DM, Alloy LB.
Comparing cluster-level dynamic treatment regimens using sequential, multiple assignment, randomized trials: Regression estimation and sample size considerations
Stat Methods Med Res
NeCamp T, Kilbourne A, Almirall D.
Developing adaptive interventions for adolescent substance use treatment settings: protocol of an observational, mixed-methods project
Addict Sci Clin Pract
Grant S, Agniel D, Almirall D, Burkhart Q, Hunter SB, McCaffrey DF, Pedersen ER, Ramchand R, Griffin BA.
Improving Physical Health in Patients With Chronic Mental Disorders: Twelve-Month Results From a Randomized Controlled Collaborative Care Trial
J Clin Psychiatry
Kilbourne AM, Barbaresso MM, Lai Z, Nord KM, Bramlet M, Goodrich DE, Post EP, Almirall D, Bauer MS.
Toward precision smoking cessation treatment II: Proximal effects of smoking cessation intervention components on putative mechanisms of action
Drug Alcohol Depend
Piper ME, Cook JW, Schlam TR, Smith SS, Bolt DM, Collins LM, Mermelstein R, Fiore MC, Baker TB.
Using the multiphase optimization strategy (MOST) to optimize an HIV care continuum intervention for vulnerable populations: a study protocol
BMC Public Health
Gwadz MV, Collins LM, Cleland CM, Leonard NR, Wilton L, Gandhi M, Scott Braithwaite R, Perlman DC, Kutnick A, Ritchie AS.
The Positive Emotions after Acute Coronary Events behavioral health intervention: Design, rationale, and preliminary feasibility of a factorial design study
Clin Trials
Huffman JC, Albanese AM, Campbell KA, Celano CM, Millstein RA, Mastromauro CA, Healy BC, Chung WJ, Januzzi JL, Collins LM, Park ER.
iSurvive: An Interpretable, Event-time Prediction Model for mHealth
Proc Mach Learn Res
Dempsey WH, Moreno A, Scott CK, Dennis ML, Gustafson DH, Murphy SA, Rehg JM.
A multiple imputation strategy for sequential multiple assignment randomized trials
Stat Med
Shortreed SM, Laber E, Scott Stroup T, Pineau J, Murphy SA.
Evaluating Digital Health Interventions: Key Questions and Approaches
Am J Prev Med
Murray E, Hekler EB, Andersson G, Collins LM, Doherty A, Hollis C, Rivera DE, West R, Wyatt JC.
Utilizing MOST frameworks and SMART designs for intervention research
Nurs Outlook
Wilbur J, Kolanowski AM, Collins LM.
Adaptive Interventions in Child and Adolescent Mental Health
J Clin Child Adolesc Psychol
Almirall D, Chronis-Tuscano A.
Comparing dynamic treatment regimes using repeated-measures outcomes: modeling considerations in SMART studies
Stat Med
Lu X, Nahum-Shani I, Kasari C, Lynch KG, Oslin DW, Pelham WE, Fabiano G, Almirall D.
A sample size calculator for SMART pilot studies
SIAM Undergrad Res Online
Kim H, Ionides E, Almirall D.
Development of a self-distancing task and initial validation of responses
Psychol Assess
Shepherd KA, Coifman KG, Matt LM, Fresco DM.
Advancing Models and Theories for Digital Behavior Change Interventions
Am J Prev Med
Hekler EB, Michie S, Pavel M, Rivera DE, Collins LM, Jimison HB, Garnett C, Parral S, Spruijt-Metz D.
The BestFIT trial: A SMART approach to developing individualized weight loss treatments
Contemp Clin Trials
Sherwood NE, Butryn ML, Forman EM, Almirall D, Seburg EM, Lauren Crain A, Kunin-Batson AS, Hayes MG, Levy RL, Jeffery RW.
Clarifying the unique associations among intolerance of uncertainty, anxiety, and depression
Cogn Behav Ther
Jensen D, Cohen JN, Mennin DS, Fresco DM, Heimberg RG.
Impact of Comorbid Depressive Disorders on Subjective and Physiological Responses to Emotion in Generalized Anxiety Disorder
Cognit Ther Res
Seeley SH, Mennin DS, Aldao A, McLaughlin KA, Rottenberg J, Fresco DM.
Optimization of Multicomponent Behavioral and Biobehavioral Interventions for the Prevention and Treatment of HIV/AIDS
AIDS Behav
Collins LM, Kugler KC, Gwadz MV.
A Pilot SMART for Developing an Adaptive Treatment Strategy for Adolescent Depression
J Clin Child Adolesc Psychol
Gunlicks-Stoessel M, Mufson L, Westervelt A, Almirall D, Murphy S.
Longitudinal Effects of Adaptive Interventions With a Speech-Generating Device in Minimally Verbal Children With ASD
J Clin Child Adolesc Psychol
Almirall D, DiStefano C, Chang YC, Shire S, Kaiser A, Lu X, Nahum-Shani I, Landa R, Mathy P, Kasari C.
Identifying a set that contains the best dynamic treatment regimes
Biostatistics
Ertefaie A, Wu T, Lynch KG, Nahum-Shani I.
Identifying effective intervention components for smoking cessation: a factorial screening experiment
Addiction
Piper ME, Fiore MC, Smith SS, Fraser D, Bolt DM, Collins LM, Mermelstein R, Schlam TR, Cook JW, Jorenby DE, Loh WY, Baker TB.
Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions
J Clin Child Adolesc Psychol
Pelham WE Jr, Fabiano GA, Waxmonsky JG, Greiner AR, Gnagy EM, Pelham WE 3rd, Coxe S, Verley J, Bhatia I, Hart K, Karch K, Konijnendijk E, Tresco K, Nahum-Shani I, Murphy SA.
Trait anxiety and attenuated negative affect differentiation: a vulnerability factor to consider?
Anxiety Stress Coping
Matt LM, Fresco DM, Coifman KG.
Finding Significant Stress Episodes in a Discontinuous Time Series of Rapidly Varying Mobile Sensor Data
Proc SIGCHI Conf Hum Factor Comput Syst
Sarker H, Tyburski M, Rahman MM, Hovsepian K, Sharmin M, Epstein DH, Preston KL, Furr-Holden CD, Milam A, Nahum-Shani I, al'Absi M, Kumar S.
Interaction effect of brooding rumination and interoceptive awareness on depression and anxiety symptoms
Behav Res Ther
Lackner RJ, Fresco DM.
Personalized Treatment of Mothers With ADHD and Their Young At-Risk Children: A SMART Pilot
J Clin Child Adolesc Psychol
Chronis-Tuscano A, Wang CH, Strickland J, Almirall D, Stein MA.
Comparative effectiveness of intervention components for producing long-term abstinence from smoking: a factorial screening experiment
Addiction
Schlam TR, Fiore MC, Smith SS, Fraser D, Bolt DM, Collins LM, Mermelstein R, Piper ME, Cook JW, Jorenby DE, Loh WY, Baker TB.
Enhancing the effectiveness of smoking treatment research: conceptual bases and progress
Addiction
Baker TB, Collins LM, Mermelstein R, Piper ME, Schlam TR, Cook JW, Bolt DM, Smith SS, Jorenby DE, Fraser D, Loh WY, Theobald WE, Fiore MC.
Mining Health App Data to Find More and Less Successful Weight Loss Subgroups
J Med Internet Res
Serrano KJ, Yu M, Coa KI, Collins LM, Atienza AA.
Implementing multifactorial psychotherapy research in online virtual environments (IMPROVE-2): study protocol for a phase III trial of the MOST randomized component selection method for internet cognitive-behavioural therapy for depression
BMC Psychiatry
Watkins E, Newbold A, Tester-Jones M, Javaid M, Cadman J, Collins LM, Graham J, Mostazir M.
Comparative effectiveness of motivation phase intervention components for use with smokers unwilling to quit: a factorial screening experiment
Addiction
Cook JW, Collins LM, Fiore MC, Smith SS, Fraser D, Bolt DM, Baker TB, Piper ME, Schlam TR, Jorenby D, Loh WY, Mermelstein R.
Sample size calculations for micro-randomized trials in mHealth
Stat Med
Liao P, Klasnja P, Tewari A, Murphy SA.
Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions
J Clin Child Adolesc Psychol
Pelham WE Jr, Fabiano GA, Waxmonsky JG, Greiner AR, Gnagy EM, Pelham WE 3rd, Coxe S, Verley J, Bhatia I, Hart K, Karch K, Konijnendijk E, Tresco K, Nahum-Shani I, Murphy SA.
Decentering and Related Constructs: A Critical Review and Metacognitive Processes Model
Perspect Psychol Sci
Bernstein A, Hadash Y, Lichtash Y, Tanay G, Shepherd K, Fresco DM.
Mindfulness and Cardiovascular Disease Risk: State of the Evidence, Plausible Mechanisms, and Theoretical Framework
Curr Cardiol Rep
Loucks EB, Schuman-Olivier Z, Britton WB, Fresco DM, Desbordes G, Brewer JA, Fulwiler C.
Randomised trials for the Fitbit generation
Signif (Oxf)
Dempsey W, Liao P, Klasnja P, Nahum-Shani I, Murphy SA.
Center of excellence for mobile sensor data-to-knowledge (MD2K)
J Am Med Inform Assoc
Kumar S, Abowd GD, Abraham WT, al'Absi M, Beck JG, Chau DH, Condie T, Conroy DE, Ertin E, Estrin D, Ganesan D, Lam C, Marlin B, Marsh CB, Murphy SA, Nahum-Shani I, Patrick K, Rehg JM, Sharmin M, Shetty V, Sim I, Spring B, Srivastava M, Wetter DW.
Trajectories of change in youth anxiety during cognitive-behavior therapy
J Consult Clin Psychol
Peris TS, Compton SN, Kendall PC, Birmaher B, Sherrill J, March J, Gosch E, Ginsburg G, Rynn M, McCracken JT, Keeton CP, Sakolsky D, Suveg C, Aschenbrand S, Almirall D, Iyengar S, Walkup JT, Albano AM, Piacentini J.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions
Health Psychol
Klasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA.
AN OPEN TRIAL OF EMOTION REGULATION THERAPY FOR GENERALIZED ANXIETY DISORDER AND COOCCURRING DEPRESSION
Depress Anxiety
Mennin DS, Fresco DM, Ritter M, Heimberg RG.
Change in Decentering Mediates Improvement in Anxiety in Mindfulness-Based Stress Reduction for Generalized Anxiety Disorder
Cognit Ther Res
Hoge EA, Bui E, Goetter E, Robinaugh DJ, Ojserkis RA, Fresco DM, Simon NM.
Reengaging veterans with serious mental illness into care: preliminary results from a national randomized trial
Psychiatr Serv
Kilbourne AM, Goodrich DE, Lai Z, Almirall D, Nord KM, Bowersox NW, Abraham KM.
Comparative Effectiveness Research: A Roadmap for Physical Activity and Lifestyle
Med Sci Sports Exerc
Jakicic JM, Sox H, Blair SN, Bensink M, Johnson WG, King AC, Lee IM, Nahum-Shani I, Sallis JF, Sallis RE, Craft L, Whitehead JR, Ainsworth BE.
Visualization of Time-Series Sensor Data to Inform the Design of Just-In-Time Adaptive Stress Interventions
Proc ACM Int Conf Ubiquitous Comput
Sharmin M, Raij A, Epstien D, Nahum-Shani I, Beck JG, Vhaduri S, Preston K, Kumar S.
Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework
Health Psychol
Nahum-Shani I, Hekler EB, Spruijt-Metz D.
Explanatory flexibility and explanatory style in treatment-seeking clients with Axis I psychopathology
Cognit Ther Res
Lackner RJ, Moore MT, Minerovic J, Fresco DM.
Advancing Emotion Regulation Perspectives on Psychopathology: The Challenge of Distress Disorders
Psychol Inq
Mennin DS, Fresco DM.
Corrigendum to “”Optimization of remotely delivered intensive lifestyle treatment for obesity using the Multiphase Optimization Strategy: Opt-IN study protocol”” [Contemp. Clin. Trials 38 (2014) 251-259]
Contemp Clin Trials
Pellegrini CA, Hoffman SA, Collins LM, Spring B.
Randomised trials for the Fitbit generation
Signif (Oxf)
Dempsey W, Liao P, Klasnja P, Nahum-Shani I, Murphy SA.
Center of excellence for mobile sensor data-to-knowledge (MD2K)
J Am Med Inform Assoc
Kumar S, Abowd GD, Abraham WT, al'Absi M, Beck JG, Chau DH, Condie T, Conroy DE, Ertin E, Estrin D, Ganesan D, Lam C, Marlin B, Marsh CB, Murphy SA, Nahum-Shani I, Patrick K, Rehg JM, Sharmin M, Shetty V, Sim I, Spring B, Srivastava M, Wetter DW.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions
Health Psychol
Klasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA.
Benchmarking participation of Canadian university health sciences librarians in systematic reviews
J Med Libr Assoc
Murphy SA, Boden C.
Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART)
Clin Trials
Collins LM, Nahum-Shani I, Almirall D.
Factorial experiments: efficient tools for evaluation of intervention components
Am J Prev Med
Collins LM, Dziak JJ, Kugler KC, Trail JB.
Functional data analysis for dynamical system identification of behavioral processes
Psychol Methods
Trail JB, Collins LM, Rivera DE, Li R, Piper ME, Baker TB.
Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research
Transl Behav Med
Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA.
An exploratory analysis of the factor structure of the Dysfunctional Attitude Scale-Form A (DAS)
Assessment
Moore MT, Fresco DM, Segal ZV, Brown TA.
Communication interventions for minimally verbal children with autism: a sequential multiple assignment randomized trial
J Am Acad Child Adolesc Psychiatry
Kasari C, Kaiser A, Goods K, Nietfeld J, Mathy P, Landa R, Murphy S, Almirall D.
Predictors and moderators of treatment response in childhood anxiety disorders: results from the CAMS trial
J Consult Clin Psychol
Compton SN, Peris TS, Almirall D, Birmaher B, Sherrill J, Kendall PC, March JS, Gosch EA, Ginsburg GS, Rynn MA, Piacentini JC, McCracken JT, Keeton CP, Suveg CM, Aschenbrand SG, Sakolsky D, Iyengar S, Walkup JT, Albano AM.
Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals
Stat Med
Almirall D, Griffin BA, McCaffrey DF, Ramchand R, Yuen RA, Murphy SA.
A dynamical systems approach to understanding self-regulation in smoking cessation behavior change
Nicotine Tob Res
Timms KP, Rivera DE, Collins LM, Piper ME.
Effectiveness of treatment for adolescent substance use: is biological drug testing sufficient?
J Stud Alcohol Drugs
Schuler MS, Griffin BA, Ramchand R, Almirall D, McCaffrey DF.
Using the GAD-Q-IV to identify generalized anxiety disorder in psychiatric treatment seeking and primary care medical samples
J Anxiety Disord
Moore MT, Anderson NL, Barnes JM, Haigh EA, Fresco DM.
Continuous-Time System Identification of a Smoking Cessation Intervention
Int J Control
Timms KP, Rivera DE, Collins LM, Piper ME.
Evaluating individual intervention components: making decisions based on the results of a factorial screening experiment
Transl Behav Med
Collins LM, Trail JB, Kugler KC, Baker TB, Piper ME, Mermelstein RJ.
Supervisor support: does supervisor support buffer or exacerbate the adverse effects of supervisor undermining?
J Appl Psychol
Nahum-Shani I, Henderson MM, Lim S, Vinokur AD.
Youths’ substance use and changes in parental knowledge-related behaviors during middle school: a person-oriented approach
J Youth Adolesc
Lippold MA, Greenberg MT, Collins LM.
Do improvements in substance use and mental health symptoms during treatment translate to long-term outcomes in the opposite domain?
J Subst Abuse Treat
Ramchand R, Griffin BA, Slaughter ME, Almirall D, McCaffrey DF.
Optimization of remotely delivered intensive lifestyle treatment for obesity using the Multiphase Optimization Strategy: Opt-IN study protocol
Contemp Clin Trials
Pellegrini CA, Hoffman SA, Collins LM, Spring B.
Enhancing outreach for persons with serious mental illness: 12-month results from a cluster randomized trial of an adaptive implementation strategy
Implement Sci
Kilbourne AM, Almirall D, Goodrich DE, Lai Z, Abraham KM, Nord KM, Bowersox NW.
Moving beyond the treatment package approach to developing behavioral interventions: addressing questions that arose during an application of the Multiphase Optimization Strategy (MOST)
Transl Behav Med
Wyrick DL, Rulison KL, Fearnow-Kenney M, Milroy JJ, Collins LM.
SMI life goals: description of a randomized trial of a collaborative care model to improve outcomes for persons with serious mental illness
Contemp Clin Trials
Kilbourne AM, Bramlet M, Barbaresso MM, Nord KM, Goodrich DE, Lai Z, Post EP, Almirall D, Verchinina L, Duffy SA, Bauer MS.
Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders program
Implement Sci
Kilbourne AM, Almirall D, Eisenberg D, Waxmonsky J, Goodrich DE, Fortney JC, Kirchner JE, Solberg LI, Main D, Bauer MS, Kyle J, Murphy SA, Nord KM, Thomas MR.
Estimating the causal effects of cumulative treatment episodes for adolescents using marginal structural models and inverse probability of treatment weighting
Drug Alcohol Depend
Griffin BA, Ramchand R, Almirall D, Slaughter ME, Burgette LF, McCaffery DF.
A Hybrid Model Predictive Control Strategy for Optimizing a Smoking Cessation Intervention
Proc Am Control Conf
Timms KP, Rivera DE, Piper ME, Collins LM.
Summary of the SRNT treatment network Webinar: getting SMART about developing individualized sequences of health interventions
Nicotine Tob Res
Almirall D, Blalock JA.
Dynamic treatment regimes: technical challenges and applications
Electron J Stat
Laber EB, Lizotte DJ, Qian M, Pelham WE, Murphy SA.
A multiple imputation strategy for sequential multiple assignment randomized trials
Stat Med
Shortreed SM, Laber E, Scott Stroup T, Pineau J, Murphy SA.
Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals
Stat Med
Almirall D, Griffin BA, McCaffrey DF, Ramchand R, Yuen RA, Murphy SA.
Designing adaptive intensive interventions using methods from engineering
J Consult Clin Psychol
Lagoa CM, Bekiroglu K, Lanza ST, Murphy SA.
Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research
Transl Behav Med
Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA.
Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders program
Implement Sci
Kilbourne AM, Almirall D, Eisenberg D, Waxmonsky J, Goodrich DE, Fortney JC, Kirchner JE, Solberg LI, Main D, Bauer MS, Kyle J, Murphy SA, Nord KM, Thomas MR.
A tutorial on propensity score estimation for multiple treatments using generalized boosted models
Stat Med
McCaffrey DF, Griffin BA, Almirall D, Slaughter ME, Ramchand R, Burgette LF.
Subgroups analysis when treatment and moderators are time-varying
Prev Sci
Almirall D, McCaffrey DF, Ramchand R, Murphy SA.
Emotion Regulation Therapy for Generalized Anxiety Disorder
Cogn Behav Pract
Fresco DM, Mennin DS, Heimberg RG, Ritter M.
Some methodological considerations in theory-based health behavior research
Health Psychol
Collins LM, MacKinnon DP, Reeve BB.
Randomized controlled trial of mindfulness-based stress reduction for prehypertension
Psychosom Med
Hughes JW, Fresco DM, Myerscough R, van Dulmen MH, Carlson LE, Josephson R.
United we stand: emphasizing commonalities across cognitive-behavioral therapies
Behav Ther
Mennin DS, Ellard KK, Fresco DM, Gross JJ.
Recruiting and engaging smokers in treatment in a primary care setting: developing a chronic care model implemented through a modified electronic health record
Transl Behav Med
Piper ME, Baker TB, Mermelstein R, Collins LM, Fraser DL, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Oguss M, Fiore MC.
Parental knowledge and youth risky behavior: a person oriented approach
J Youth Adolesc
Lippold MA, Greenberg MT, Collins LM.
Considering patient diet preference to optimize weight loss: design considerations of a randomized trial investigating the impact of choice
Contemp Clin Trials
Yancy WS Jr, Coffman CJ, Geiselman PJ, Kolotkin RL, Almirall D, Oddone EZ, Mayer SB, Gaillard LA, Turner M, Smith VA, Voils CI.
Cluster randomized adaptive implementation trial comparing a standard versus enhanced implementation intervention to improve uptake of an effective re-engagement program for patients with serious mental illness
Implement Sci
Kilbourne AM, Abraham KM, Goodrich DE, Bowersox NW, Almirall D, Lai Z, Nord KM.
Control Systems Engineering for Understanding and Optimizing Smoking Cessation Interventions
Proc Am Control Conf
Timms KP, Rivera DE, Collins LM, Piper ME.
What, Me Worry and Ruminate About DSM-5 and RDoC? The Importance of Targeting Negative Self-Referential Processing
Clin Psychol (New York)
Mennin DS, Fresco DM.
Hybrid Model Predictive Control for Optimizing Gestational Weight Gain Behavioral Interventions
Proc Am Control Conf
Dong Y, Rivera DE, Downs DS, Savage JS, Thomas DM, Collins LM.
Subgroups analysis when treatment and moderators are time-varying
Prev Sci
Almirall D, McCaffrey DF, Ramchand R, Murphy SA.
Mobile health technology evaluation: the mHealth evidence workshop
Am J Prev Med
Kumar S, Nilsen WJ, Abernethy A, Atienza A, Patrick K, Pavel M, Riley WT, Shar A, Spring B, Spruijt-Metz D, Hedeker D, Honavar V, Kravitz R, Lefebvre RC, Mohr DC, Murphy SA, Quinn C, Shusterman V, Swendeman D.
Batch Mode Reinforcement Learning based on the Synthesis of Artificial Trajectories
Ann Oper Res
Fonteneau R, Murphy SA, Wehenkel L, Ernst D.
Multilevel factorial experiments for developing behavioral interventions: power, sample size, and resource considerations
Psychol Methods
Dziak JJ, Nahum-Shani I, Collins LM.
Q-learning: a data analysis method for constructing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
Experimental design and primary data analysis methods for comparing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
SMARTer discontinuation trial designs for developing an adaptive treatment strategy
J Child Adolesc Psychopharmacol
Almirall D, Compton SN, Rynn MA, Walkup JT, Murphy SA.
Dietary saturated fat intake is negatively associated with weight maintenance among the PREMIER participants
Obesity (Silver Spring)
Lin PH, Wang Y, Grambow SC, Goggins W, Almirall D.
Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy
Stat Med
Almirall D, Compton SN, Gunlicks-Stoessel M, Duan N, Murphy SA.
A Dynamical Systems Model for Improving Gestational Weight Gain Behavioral Interventions
Proc Am Control Conf
Dong Y, Rivera DE, Thomas DM, Navarro-Barrientos JE, Downs DS, Savage JS, Collins LM.
Translational Research in South Africa: Evaluating Implementation Quality Using a Factorial Design
Child Youth Care Forum
Caldwell LL, Smith EA, Collins LM, Graham JW, Lai M, Wegner L, Vergnani T, Matthews C, Jacobs J.
Linear Fitted-Q Iteration with Multiple Reward Functions
J Mach Learn Res
Lizotte DJ, Bowling M, Murphy SA.
Q-learning: a data analysis method for constructing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
SMARTer discontinuation trial designs for developing an adaptive treatment strategy
J Child Adolesc Psychopharmacol
Almirall D, Compton SN, Rynn MA, Walkup JT, Murphy SA.
Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy
Stat Med
Almirall D, Compton SN, Gunlicks-Stoessel M, Duan N, Murphy SA.
Experimental design and primary data analysis methods for comparing adaptive interventions
Psychol Methods
Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA.
The prevention and treatment of missing data in clinical trials
N Engl J Med
Little RJ, D'Agostino R, Cohen ML, Dickersin K, Emerson SS, Farrar JT, Frangakis C, Hogan JW, Molenberghs G, Murphy SA, Neaton JD, Rotnitzky A, Scharfstein D, Shih WJ, Siegel JP, Stern H.
New methods for tobacco dependence treatment research
Ann Behav Med
Baker TB, Mermelstein R, Collins LM, Piper ME, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Fiore MC.
Replication in prevention science
Prev Sci
Valentine JC, Biglan A, Boruch RF, Castro FG, Collins LM, Flay BR, Kellam S, Mościcki EK, Schinke SP.
The multiphase optimization strategy for engineering effective tobacco use interventions
Ann Behav Med
Collins LM, Baker TB, Mermelstein RJ, Piper ME, Jorenby DE, Smith SS, Christiansen BA, Schlam TR, Cook JW, Fiore MC.
Social support and employee well-being: the conditioning effect of perceived patterns of supportive exchange
J Health Soc Behav
Nahum-Shani I, Bamberger PA, Bacharach SB.
A Risk-based Model Predictive Control Approach to Adaptive Interventions in Behavioral Health
IEEE Trans Control Syst Technol
Zafra-Cabeza A, Rivera DE, Collins LM, Ridao MA, Camacho EF.
Cognitive behavior therapy augmentation of pharmacotherapy in pediatric obsessive-compulsive disorder: the Pediatric OCD Treatment Study II (POTS II) randomized controlled trial
JAMA
Franklin ME, Sapyta J, Freeman JB, Khanna M, Compton S, Almirall D, Moore P, Choate-Summers M, Garcia A, Edson AL, Foa EB, March JS.
Examination of the factor structure and concurrent validity of the Langer Mindfulness/Mindlessness Scale
Assessment
Haigh EA, Moore MT, Kashdan TB, Fresco DM.
Explaining the Variable Effects of Social Support on Work-Based Stressor-Strain Relations: The Role of Perceived Pattern of Support Exchange
Organ Behav Hum Decis Process
Nahum-Shani I, Bamberger PA.
A dynamical model for describing behavioural interventions for weight loss and body composition change
Math Comput Model Dyn Syst
Navarro-Barrientos JE, Rivera DE, Collins LM.
Informing sequential clinical decision-making through reinforcement learning: an empirical study
Mach Learn
Shortreed SM, Laber E, Lizotte DJ, Stroup TS, Pineau J, Murphy SA.
Sample size formulae for two-stage randomized trials with survival outcomes
Biometrika
Li Z, Murphy SA.
Adaptive Confidence Intervals for the Test Error in Classification
J Am Stat Assoc
Laber EB, Murphy SA.
Structural nested mean models for assessing time-varying effect moderation
Biometrics
Almirall D, Ten Have T, Murphy SA.
Modeling Relations Among Discrete Developmental Processes: A General Approach to Associative Latent Transition Analysis
Struct Equ Modeling
Bray BC, Lanza ST, Collins LM.
A placebo-controlled trial of phenelzine, cognitive behavioral group therapy, and their combination for social anxiety disorder
Arch Gen Psychiatry
Blanco C, Heimberg RG, Schneier FR, Fresco DM, Chen H, Turk CL, Vermes D, Erwin BA, Schmidt AB, Juster HR, Campeas R, Liebowitz MR.
Home is where sleep is: an ecological approach to test the validity of actigraphy for the assessment of insomnia
J Clin Sleep Med
Sánchez-Ortuño MM, Edinger JD, Means MK, Almirall D.
Using the QIDS-SR16 to identify major depressive disorder in primary care medical patients
Behav Ther
Lamoureux BE, Linardatos E, Fresco DM, Bartko D, Logue E, Milo L.
Further Insight and Additional Inference Methods for Polynomial Regression Applied to the Analysis of Congruence
Multivariate Behav Res
Cohen A, Nahum-Shani I, Doveh E.
Does individual risk moderate the effect of contextual-level protective factors? A latent class analysis of substance use
J Prev Interv Community
Cleveland MJ, Collins LM, Lanza ST, Greenberg MT, Feinberg ME.
The implementation of a translational study involving a primary care based behavioral program to improve blood pressure control: The HTN-IMPROVE study protocol (01295)
Implement Sci
Bosworth HB, Almirall D, Weiner BJ, Maciejewski M, Kaufman MA, Powers BJ, Oddone EZ, Lee SY, Damush TM, Smith V, Olsen MK, Anderson D, Roumie CL, Rakley S, Del Monte PS, Bowen ME, Kravetz JD, Jackson GL.
Structural nested mean models for assessing time-varying effect moderation
Biometrics
Almirall D, Ten Have T, Murphy SA.
Investigating the impact of selection bias in dose-response analyses of preventive interventions
Prev Sci
McGowan HM, Nix RL, Murphy SA, Bierman KL; Conduct Problems Prevention Research Group.
Work Hours, Retirement and Supportive Relations among Older Adults
J Organ Behav
Nahum-Shani I, Bamberger PA.
Developing multicomponent interventions using fractional factorial designs
Stat Med
Chakraborty B, Collins LM, Strecher VJ, Murphy SA.
Time from positive screening fecal occult blood test to colonoscopy and risk of neoplasia
Dig Dis Sci
Gellad ZF, Almirall D, Provenzale D, Fisher DA.
Effects of two weight-loss diets on health-related quality of life
Qual Life Res
Yancy WS Jr, Almirall D, Maciejewski ML, Kolotkin RL, McDuffie JR, Westman EC.
Efficacy of a manualized and workbook-driven individual treatment for social anxiety disorder
Behav Ther
Ledley DR, Heimberg RG, Hope DA, Hayes SA, Zaider TI, Dyke MV, Turk CL, Kraus C, Fresco DM.
Screening for social anxiety disorder with the self-report version of the Liebowitz Social Anxiety Scale
Depress Anxiety
Rytwinski NK, Fresco DM, Heimberg RG, Coles ME, Liebowitz MR, Cissell S, Stein MB, Hofmann SG.
Brooding and pondering: isolating the active ingredients of depressive rumination with exploratory factor analysis and structural equation modeling
Assessment
Armey MF, Fresco DM, Moore MT, Mennin DS, Turk CL, Heimberg RG, Kecmanovic J, Alloy LB.
A prospective longitudinal model of substance use onset among South African adolescents
Subst Use Misuse
Patrick ME, Collins LM, Smith E, Caldwell L, Flisher A, Wegner L.
Analyses of team performance in a dynamic task environment
Appl Ergon
Rothrock L, Cohen A, Yin J, Thiruvengada H, Nahum-Shani I.
Design of experiments with multiple independent variables: a resource management perspective on complete and reduced factorial designs
Psychol Methods
Collins LM, Dziak JJ, Li R.
Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions
Clin Trials
Collins LM, Chakraborty B, Murphy SA, Strecher V.
Developing multicomponent interventions using fractional factorial designs
Stat Med
Chakraborty B, Collins LM, Strecher VJ, Murphy SA.
Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions
Clin Trials
Collins LM, Chakraborty B, Murphy SA, Strecher V.
Web-based smoking-cessation programs: results of a randomized trial
Am J Prev Med
Strecher VJ, McClure JB, Alexander GL, Chakraborty B, Nair VN, Konkel JM, Greene SM, Collins LM, Carlier CC, Wiese CJ, Little RJ, Pomerleau CS, Pomerleau OF.
A new SAS procedure for latent transition analysis: transitions in dating and sexual risk behavior
Dev Psychol
Lanza ST, Collins LM.
Development and examination of the social appearance anxiety scale
Assessment
Hart TA, Flora DB, Palyo SA, Fresco DM, Holle C, Heimberg RG.
Is generalized anxiety disorder an anxiety or mood disorder? Considering multiple factors as we ponder the fate of GAD
Depress Anxiety
Mennin DS, Heimberg RG, Fresco DM, Ritter MR.
Comparison of adaptive psychometric procedures motivated by the theory of optimal experiments: simulated and experimental results
J Acoust Soc Am
Remus JJ, Collins LM.
Small Sample Inference for Generalization Error in Classification Using the CUD Bound
Uncertain Artif Intell
Laber EB, Murphy SA.
Customizing treatment to the patient: adaptive treatment strategies
Drug Alcohol Depend
Murphy SA, Collins LM, Rush AJ.
Impairment and quality of life in individuals with generalized anxiety disorder
Depress Anxiety
Henning ER, Turk CL, Mennin DS, Fresco DM, Heimberg RG.
PROC LCA: A SAS Procedure for Latent Class Analysis
Struct Equ Modeling
Lanza ST, Collins LM, Lemmon DR, Schafer JL.
Extreme response style in recurrent and chronically depressed patients: change with antidepressant administration and stability during continuation treatment
J Consult Clin Psychol
Peterson TJ, Feldman G, Harley R, Fresco DM, Graves L, Holmes A, Bogdan R, Papakostas GI, Bohn L, Lury RA, Fava M, Segal ZV.
The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions
Am J Prev Med
Collins LM, Murphy SA, Strecher V.
Delineating components of emotion and its dysregulation in anxiety and mood psychopathology
Behav Ther
Mennin DS, Holaway RM, Fresco DM, Moore MT, Heimberg RG.
Initial psychometric properties of the experiences questionnaire: validation of a self-report measure of decentering
Behav Ther
Fresco DM, Moore MT, van Dulmen MH, Segal ZV, Ma SH, Teasdale JD, Williams JM.
Using engineering control principles to inform the design of adaptive interventions: a conceptual introduction
Drug Alcohol Depend
Rivera DE, Pew MD, Collins LM.
Relationship of posttreatment decentering and cognitive reactivity to relapse in major depression
J Consult Clin Psychol
Fresco DM, Segal ZV, Buis T, Kennedy S.
Patterns of substance use onset among Hispanics in Puerto Rico and the United States
Addict Behav
Maldonado-Molina MM, Collins LM, Lanza ST, Prado G, Ramírez R, Canino G.
Depressive realism and attributional style: implications for individuals at risk for depression
Behav Ther
Moore MT, Fresco DM.
Methodological challenges in constructing effective treatment sequences for chronic psychiatric disorders
Neuropsychopharmacology
Murphy SA, Oslin DW, Rush AJ, Zhu J; MCATS.
Customizing treatment to the patient: adaptive treatment strategies
Drug Alcohol Depend
Murphy SA, Collins LM, Rush AJ.
Developing adaptive treatment strategies in substance abuse research
Drug Alcohol Depend
Murphy SA, Lynch KG, Oslin D, McKay JR, TenHave T.
Constructing evidence-based treatment strategies using methods from computer science
Drug Alcohol Depend
Pineau J, Bellemare MG, Rush AJ, Ghizaru A, Murphy SA.
The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions
Am J Prev Med
Collins LM, Murphy SA, Strecher V.
Analysis of longitudinal data: the integration of theoretical model, temporal design, and statistical model
Annu Rev Psychol
Collins LM.
Social anxiety, alcohol expectancies, and self-efficacy as predictors of heavy drinking in college students
Addict Behav
Gilles DM, Turk CL, Fresco DM.
The effect of a negative mood priming challenge on dysfunctional attitudes, explanatory style, and explanatory flexibility
Br J Clin Psychol
Fresco DM, Heimberg RG, Abramowitz A, Bertram TL.
A multidimensional developmental model of alcohol use during emerging adulthood
J Stud Alcohol
Auerbach KJ, Collins LM.
Assessing the total effect of time-varying predictors in prevention research
Prev Sci
Bray BC, Almirall D, Zimmerman RS, Lynam D, Murphy SA.
A mixture model of discontinuous development in heavy drinking from ages 18 to 30: the role of college enrollment
J Stud Alcohol
Lanza ST, Collins LM.
Examining clinical judgment in an adaptive intervention design: The fast track program
J Consult Clin Psychol
Bierman KL, Nix RL, Maples JJ, Murphy SA; Conduct Problems Prevention Research Group.
Assessing the total effect of time-varying predictors in prevention research
Prev Sci
Bray BC, Almirall D, Zimmerman RS, Lynam D, Murphy SA.
A strategy for optimizing and evaluating behavioral interventions
Ann Behav Med
Collins LM, Murphy SA, Nair VN, Strecher VJ.
Preliminary evidence for an emotion dysregulation model of generalized anxiety disorder
Behav Res Ther
Mennin DS, Heimberg RG, Turk CL, Fresco DM.
Using data augmentation to obtain standard errors and conduct hypothesis tests in latent class and latent transition analysis
Psychol Methods
Lanza ST, Collins LM, Schafer JL, Flaherty BP.
A strategy for optimizing and evaluating behavioral interventions
Ann Behav Med
Collins LM, Murphy SA, Nair VN, Strecher VJ.
A conceptual framework for adaptive preventive interventions
Prev Sci
Collins LM, Murphy SA, Bierman KL.
The Internet: home to a severe population of individuals with social anxiety disorder?
J Anxiety Disord
Erwin BA, Turk CL, Heimberg RG, Fresco DM, Hantula DA.
Analyzing the acquisition of drug self-administration using growth curve models
Drug Alcohol Depend
Lanza ST, Donny EC, Collins LM, Balster RL.
Using growth models to relate acquisition of nicotine self-administration to break point and nicotinic receptor binding
Drug Alcohol Depend
Donny EC, Lanza ST, Balster RL, Collins LM, Caggiula A, Rowell PP.
A conceptual framework for adaptive preventive interventions
Prev Sci
Collins LM, Murphy SA, Bierman KL.
Portions of this website and the related scientific research were funded by National Institute on Drug Abuse (NIDA) awards P50 DA039838 and P50 DA010075 to The Methodology Center at Penn State, Institute for Educational Sciences award R324B180003 and NIDA award R01 DA039901 to the University of Michigan.
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