An experimental design for the development of adaptive treatment strategies
Abstract
In adaptive treatment strategies, the treatment level and type is repeatedly adjusted according to ongoing individual response. Since past treatment may have delayed effects, the development of these treatment strategies is challenging. This paper advocates the use of sequential multiple assignment randomized trials in the development of adaptive treatment strategies. Both a simple ad hoc method for ascertaining sample sizes and simple analysis methods are provided. Copyright © 2004 John Wiley & Sons, Ltd.
Citing Literature
Number of times cited according to CrossRef: 300
- Xiaobo Zhong, Ying Kuen Cheung, Min Qian, Bin Cheng, Comparing adaptive interventions under a general sequential multiple assignment randomized trial design via multiple comparisons with the best, Journal of Statistical Planning and Inference, 10.1016/j.jspi.2020.06.008, 211, (143-153), (2021).
- Ying‐Qi Zhao, Ruoqing Zhu, Guanhua Chen, Yingye Zheng, Constructing dynamic treatment regimes with shared parameters for censored data, Statistics in Medicine, 10.1002/sim.8473, 39, 9, (1250-1263), (2020).
- Jesse Clifton, Eric Laber, Q-Learning: Theory and Applications, Annual Review of Statistics and Its Application, 10.1146/annurev-statistics-031219-041220, 7, 1, (279-301), (2020).
- Molly Byrne, Jenny McSharry, Oonagh Meade, Kim L. Lavoie, Simon L. Bacon, An international, Delphi consensus study to identify priorities for methodological research in behavioral trials in health research, Trials, 10.1186/s13063-020-04235-z, 21, 1, (2020).
- Yan‐Cheng Chao, Thomas M. Braun, Roy N. Tamura, Kelley M. Kidwell, A Bayesian group sequential small n sequential multiple‐assignment randomized trial, Journal of the Royal Statistical Society: Series C (Applied Statistics), 10.1111/rssc.12406, 69, 3, (663-680), (2020).
- Christine W. Musyimi, Yihuan Lai, Victoria N. Mutiso, David Ndetei, The Use of Mobile Phones for Frontline Health-Care Workers to Manage Depression, Innovations in Global Mental Health, 10.1007/978-3-319-70134-9, (1-18), (2020).
- Muthukumari S. M., George Dharma Prakash E. Raj, The Pivotal Role of Edge Computing With Machine Learning and Its Impact on Healthcare, Deep Neural Networks for Multimodal Imaging and Biomedical Applications, 10.4018/978-1-7998-3591-2.ch014, (219-236), (2020).
- Yan-Cheng Chao, Howard Trachtman, Debbie S. Gipson, Cathie Spino, Thomas M. Braun, Kelley M. Kidwell, Dynamic treatment regimens in small n, sequential, multiple assignment, randomized trials: An application in focal segmental glomerulosclerosis, Contemporary Clinical Trials, 10.1016/j.cct.2020.105989, 92, (105989), (2020).
- Lyndsay A. Nelson, Anthony L. Threatt, William Martinez, S. Will Acuff, Lindsay S. Mayberry, Agile science: what and how in digital diabetes research, Diabetes Digital Health, 10.1016/B978-0-12-817485-2.00004-3, (51-63), (2020).
- Kathryn L. Fantasia, Mary-Catherine Stockman, Katherine L. Modzelewski, Research end points for diabetes digital health, Diabetes Digital Health, 10.1016/B978-0-12-817485-2.00015-8, (207-218), (2020).
- Denis Agniel, Daniel Almirall, Q. Burkhart, Sean Grant, Sarah B. Hunter, Eric R. Pedersen, Rajeev Ramchand, Beth Ann Griffin, Identifying optimal level-of-care placement decisions for adolescent substance use treatment, Drug and Alcohol Dependence, 10.1016/j.drugalcdep.2020.107991, (107991), (2020).
- Richard L. Skolasky, Stephen T. Wegener, Rachel V. Aaron, Patti Ephraim, Gerard Brennan, Tom Greene, Elizabeth Lane, Kate Minick, Adam W. Hanley, Eric L. Garland, Julie M. Fritz, The OPTIMIZE study: protocol of a pragmatic sequential multiple assessment randomized trial of nonpharmacologic treatment for chronic, nonspecific low back pain, BMC Musculoskeletal Disorders, 10.1186/s12891-020-03324-z, 21, 1, (2020).
- Pei-Yun Sabrina Hsueh, Xinyu Hu, Ying Kuen Cheung, Dominik Wolff, Michael Marschollek, Jeff Rogers, Smart Learning Using Big and Small Data for Mobile and IOT e-Health, Intelligent Internet of Things, 10.1007/978-3-030-30367-9, (607-636), (2020).
- Maria E. Fernandez, Chelsey R. Schlechter, Guilherme Del Fiol, Bryan Gibson, Kensaku Kawamoto, Tracey Siaperas, Alan Pruhs, Tom Greene, Inbal Nahum-Shani, Sandra Schulthies, Marci Nelson, Claudia Bohner, Heidi Kramer, Damian Borbolla, Sharon Austin, Charlene Weir, Timothy W. Walker, Cho Y. Lam, David W. Wetter, 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, Implementation Science, 10.1186/s13012-020-0967-2, 15, 1, (2020).
- Stephen W. Raudenbush, Daniel Schwartz, Randomized Experiments in Education, with Implications for Multilevel Causal Inference, Annual Review of Statistics and Its Application, 10.1146/annurev-statistics-031219-041205, 7, 1, (177-208), (2020).
- Yilun Sun, Lu Wang, Stochastic Tree Search for Estimating Optimal Dynamic Treatment Regimes, Journal of the American Statistical Association, 10.1080/01621459.2020.1819294, (1), (2020).
- Morgan S. Lee, April Idalski Carcone, Linda Ko, Noel Kulik, Deborah A. Ellis, Sylvie Naar, Managing Outliers in Adolescent Food Frequency Questionnaire Data, Journal of Nutrition Education and Behavior, 10.1016/j.jneb.2020.08.002, (2020).
- Lin Dong, Eric Laber, Yair Goldberg, Rui Song, Shu Yang, Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness, Statistics in Medicine, 10.1002/sim.8678, 39, 25, (3503-3520), (2020).
- Antonio Coronato, Muddasar Naeem, Giuseppe De Pietro, Giovanni Paragliola, Reinforcement Learning for Intelligent Healthcare Applications: A Survey, Artificial Intelligence in Medicine, 10.1016/j.artmed.2020.101964, (101964), (2020).
- Ilya Lipkovich, Bohdana Ratitch, Craig H. Mallinckrodt, Causal Inference and Estimands in Clinical Trials, Statistics in Biopharmaceutical Research, 10.1080/19466315.2019.1697739, (1-14), (2020).
- David Benkeser, Keith Horvath, Cathy J. Reback, Joshua Rusow, Michael Hudgens, Design and Analysis Considerations for a Sequentially Randomized HIV Prevention Trial, Statistics in Biosciences, 10.1007/s12561-020-09274-3, (2020).
- Xiaoxi Yan, Palash Ghosh, Bibhas Chakraborty, Sample size calculation based on precision for pilot sequential multiple assignment randomized trial (SMART), Biometrical Journal, 10.1002/bimj.201900364, 0, 0, (2020).
- Brian Mustanski, David Andrew Moskowitz, Kevin O Moran, Michael E Newcomb, Kathryn Macapagal, Carlos Rodriguez-Díaz, H. Jonathon Rendina, Eric B Laber, Dennis H Li, Margaret Matson, Ali Talan, Cynthia Cabral, Evaluation of a stepped care eHealth HIV prevention program for diverse adolescent MSM: Protocol for a hybrid type 1 effectiveness-implementation trial of SMART (Preprint), JMIR Research Protocols, 10.2196/19701, (2020).
- Giorgos Papageorgiou, Mark Chapman, Seismic tuning of dispersive thin layers, Geophysical Prospecting, 10.1111/1365-2478.13009, 0, 0, (2020).
- Yuan Zhou, Jessica Arend, Laura Mufson, Meredith Gunlicks-Stoessel, Change in dysfunctional attitudes and attachment in interpersonal psychotherapy for depressed adolescents, Psychotherapy Research, 10.1080/10503307.2020.1756513, (1-9), (2020).
- Will M. Aklin, Luke Stoeckel, Paige Green, Chandra Keller, Jonathan W. King, Lisbeth Nielsen, Christine Hunter, Commentary: National Institutes of Health (NIH) Science of Behavior Change (SOBC), Health Psychology Review, 10.1080/17437199.2020.1716383, (1-10), (2020).
- David A. Moskowitz, Kathryn Macapagal, Melissa Mongrella, Leishla Pérez-Cardona, Michael E. Newcomb, Brian Mustanski, What If My Dad Finds Out!?: Assessing Adolescent Men Who Have Sex with Men’s Perceptions About Parents as Barriers to PrEP Uptake, AIDS and Behavior, 10.1007/s10461-020-02827-z, (2020).
- Yan-Cheng Chao, Qui Tran, Alex Tsodikov, Kelley M Kidwell, Joint modeling and multiple comparisons with the best of data from a SMART with survival outcomes, Biostatistics, 10.1093/biostatistics/kxaa025, (2020).
- Yunan Wu, Lan Wang, Resampling‐based confidence intervals for model‐free robust inference on optimal treatment regimes, Biometrics, 10.1111/biom.13337, 0, 0, (2020).
- Yuexin Fang, Yong Zhou, Estimation for optimal treatment regimes with survival data under semiparametric model, Communications in Statistics - Theory and Methods, 10.1080/03610926.2020.1808686, (1-12), (2020).
- Dennis H. Li, David A. Moskowitz, Kathryn Macapagal, Rana Saber, Brian Mustanski, Using Intervention Mapping to Developmentally Adapt an Online HIV Risk Reduction Program for Adolescent Men Who Have Sex with Men, Prevention Science, 10.1007/s11121-020-01148-w, (2020).
- Ashkan Ertefaie, James R. McKay, David Oslin, Robert L. Strawderman, Robust Q-Learning, Journal of the American Statistical Association, 10.1080/01621459.2020.1753522, (1-14), (2020).
- Rana Moustafa Al AdAwi, Derek Stewart, Cristin Ryan, Antonella Pia Tonna, A systematic review of pharmacist input to metabolic syndrome screening, management and prevention, International Journal of Clinical Pharmacy, 10.1007/s11096-020-01084-3, (2020).
- Erica E. M. Moodie, Elizabeth F. Krakow, Precision medicine: Statistical methods for estimating adaptive treatment strategies, Bone Marrow Transplantation, 10.1038/s41409-020-0871-z, (2020).
- Linda Cillessen, Monique OM van de Ven, Félix R Compen, Else M Bisseling, Marije L van der Lee, Anne EM Speckens, Predictors and Effects of Usage of an Online Mindfulness Intervention for Distressed Cancer Patients: Usability Study, Journal of Medical Internet Research, 10.2196/17526, 22, 10, (e17526), (2020).
- S. E. Vilakati, G. Cortese, Weighted Lin and Xu test for two-stage randomization designs, Biostatistics & Epidemiology, 10.1080/24709360.2020.1734391, (1-17), (2020).
- S.M.L. Rimoldi, E. Barbiano di Belgiojoso, L. Terzera, Internal Mobility and Family Commitment of Foreigners in Italy, International Migration, 10.1111/imig.12674, 58, 4, (168-183), (2019).
- Jing Xu, Dipankar Bandyopadhyay, Sedigheh Mirzaei Salehabadi, Bryan Michalowicz, Bibhas Chakraborty, SMARTp: A SMART design for nonsurgical treatments of chronic periodontitis with spatially referenced and nonrandomly missing skewed outcomes, Biometrical Journal, 10.1002/bimj.201900027, 62, 2, (282-310), (2019).
- Stewart J. Anderson, Longitudinal Study Designs, Handbook of Research Methods in Health Social Sciences, 10.1007/978-981-10-5251-4, (603-622), (2019).
- Ning Liu, Ying Liu, Brent Logan, Zhiyuan Xu, Jian Tang, Yanzhi Wang, Learning the Dynamic Treatment Regimes from Medical Registry Data through Deep Q-network, Scientific Reports, 10.1038/s41598-018-37142-0, 9, 1, (2019).
- Michael R. Kosorok, Eric B. Laber, Precision Medicine, Annual Review of Statistics and Its Application, 10.1146/annurev-statistics-030718-105251, 6, 1, (263-286), (2019).
- Jordan F. Karp, Jun Zhang, Abdus S. Wahed, Stewart Anderson, Mary Amanda Dew, Kelley Fitzgerald, Debra K. Weiner, Steve Albert, Ari Gildengers, Meryl Butters, Charles F. Reynolds, Improving Patient Reported Outcomes and Preventing Depression and Anxiety in Older Adults with Knee Osteoarthritis: Results of a Sequenced Multiple Assignment Randomized Trial (SMART) Study, The American Journal of Geriatric Psychiatry, 10.1016/j.jagp.2019.03.011, (2019).
- Angela Fidler Pfammatter, Inbal Nahum-Shani, Margaret DeZelar, Laura Scanlan, H. Gene McFadden, Juned Siddique, Donald Hedeker, Bonnie Spring, SMART: Study protocol for a sequential multiple assignment randomized controlled trial to optimize weight loss management, Contemporary Clinical Trials, 10.1016/j.cct.2019.05.007, 82, (36-45), (2019).
- Stephen R. Daniels, Charlotte A. Pratt, Emily B. Hollister, Darwin Labarthe, Deborah A. Cohen, Jenelle R. Walker, Bettina M. Beech, P. Babu Balagopal, Dean W. Beebe, Matthew W. Gillman, Jaclyn M. Goodrich, Cashell Jaquish, Brian Kit, Alison L. Miller, David Olds, Emily Oken, Kumaravel Rajakumar, Nancy E. Sherwood, Donna Spruijt-Metz, Julia Steinberger, Shakira F. Suglia, Susan L. Teitelbaum, Elaine M. Urbina, Linda Van Horn, Dianne Ward, Martin E. Young, Promoting Cardiovascular Health in Early Childhood and Transitions in Childhood through Adolescence: A Workshop Report, The Journal of Pediatrics, 10.1016/j.jpeds.2019.01.042, (2019).
- Lisa J. Germeroth, Maria T. Benno, Rachel P. Kolko Conlon, Rebecca L. Emery, Yu Cheng, Jennifer Grace, Rachel H. Salk, Michele D. Levine, Trial design and methodology for a non-restricted sequential multiple assignment randomized trial to evaluate combinations of perinatal interventions to optimize women's health, Contemporary Clinical Trials, 10.1016/j.cct.2019.03.002, 79, (111-121), (2019).
- Timothy NeCamp, Josh Gardner, Christopher Brooks, undefined Unknown, undefined, Proceedings of the 9th International Conference on Learning Analytics & Knowledge - LAK19, 10.1145/3303772.3303812, (539-548), (2019).
- Xiaobo Zhong, Bin Cheng, Min Qian, Ying Kuen Cheung, A gate-keeping test for selecting adaptive interventions under general designs of sequential multiple assignment randomized trials, Contemporary Clinical Trials, 10.1016/j.cct.2019.105830, 85, (105830), (2019).
- Ardith Z. Doorenbos, Emily A. Haozous, Min Kyeong Jang, Dale Langford, Sequential multiple assignment randomization trial designs for nursing research, Research in Nursing & Health, 10.1002/nur.21988, 42, 6, (429-435), (2019).
- Michael P. Wallace, Erica E. M. Moodie, David A. Stephens, Model selection for G‐estimation of dynamic treatment regimes, Biometrics, 10.1111/biom.13104, 75, 4, (1205-1215), (2019).
- Mark Lazenby, Elizabeth Ercolano, Hui Tan, Leah Ferrucci, Terry Badger, Marcia Grant, Paul Jacobsen, Ruth McCorkle, Using the RE‐AIM framework for dissemination and implementation of psychosocial distress screening, European Journal of Cancer Care, 10.1111/ecc.13036, 28, 4, (2019).
- Sophia E. Chambers, Ellen R. Copson, Peter F. Dutey‐Magni, Caspian Priest, Annie S. Anderson, Julia M.A. Sinclair, Alcohol use and breast cancer risk: A qualitative study of women’s perspectives to inform the development of a preventative intervention in breast clinics, European Journal of Cancer Care, 10.1111/ecc.13075, 28, 4, (2019).
- Michael A. Moore, Janene Batten, Mark Lazenby, Sexual minority men and the experience of undergoing treatment for prostate cancer: An integrative review, European Journal of Cancer Care, 10.1111/ecc.13031, 28, 4, (2019).
- Linda E. Carlson, Utkarsh B. Subnis, Katherine‐Anne L. Piedalue, James Vallerand, Michael Speca, Sasha Lupichuk, Patricia Tang, Peter Faris, Ruth Q. Wolever, The ONE‐MIND Study: Rationale and protocol for assessing the effects of ONlinE MINDfulness‐based cancer recovery for the prevention of fatigue and other common side effects during chemotherapy, European Journal of Cancer Care, 10.1111/ecc.13074, 28, 4, (2019).
- Nataskja‐Elena Kersting Lie, Per Koren Solvang, May Aasebø Hauken, “A limited focus on cancer rehabilitation”—A qualitative study of the experiences from Norwegian Cancer Coordinators in Primary Health Care, European Journal of Cancer Care, 10.1111/ecc.13030, 28, 4, (2019).
- Leonie Adams, Janine Feike, Tobias Eckert, Wiebke Göhner, Ulrike Spörhase, Eva‐Maria Bitzer, Effectiveness of a motivational–volitional group intervention to increase physical activity among breast cancer survivors compared to standard medical rehabilitation—Study protocol of a prospective controlled bi‐centred interventional trial, European Journal of Cancer Care, 10.1111/ecc.13073, 28, 4, (2019).
- Matti Aapro, Andriy Krendyukov, Nadja Höbel, Pere Gascon, Treatment patterns and outcomes in patients with non‐small cell lung cancer receiving biosimilar filgrastim for prophylaxis of chemotherapy‐induced/febrile neutropaenia: Results from the MONITOR‐GCSF study, European Journal of Cancer Care, 10.1111/ecc.13034, 28, 4, (2019).
- Rachel Levy, Muthoni Mathai, Purba Chatterjee, Linnet Ongeri, Simon Njuguna, Dickens Onyango, Dickens Akena, Grace Rota, Ammon Otieno, Thomas C. Neylan, Hafsa Lukwata, James G. Kahn, Craig R. Cohen, David Bukusi, Gregory A. Aarons, Rachel Burger, Kelly Blum, Inbal Nahum-Shani, Charles E. McCulloch, Susan M. Meffert, 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, 10.1186/s12888-019-2395-x, 19, 1, (2019).
- Tingting Zhou, Michael R. Elliott, Roderick J. A. Little, Penalized Spline of Propensity Methods for Treatment Comparison, Journal of the American Statistical Association, 10.1080/01621459.2018.1518234, 114, 525, (1-19), (2019).
- Richard Simon, Review of Statistical Methods for Biomarker-Driven Clinical Trials, JCO Precision Oncology, 10.1200/PO.18.00407, 3, (1-9), (2019).
- Jie Zhou, Jiajia Zhang, Wenbin Lu, Xiaoming Li, On restricted optimal treatment regime estimation for competing risks data, Biostatistics, 10.1093/biostatistics/kxz026, (2019).
- Dennis H. Li, C. Hendricks Brown, Carlos Gallo, Ethan Morgan, Patrick S. Sullivan, Sean D. Young, Brian Mustanski, Design Considerations for Implementing eHealth Behavioral Interventions for HIV Prevention in Evolving Sociotechnical Landscapes, Current HIV/AIDS Reports, 10.1007/s11904-019-00455-4, (2019).
- Kelly M. Shaffer, Fabian Camacho, Holly R. Lord, Philip I. Chow, Tonya Palermo, Emily Law, Frances P. Thorndike, Karen S. Ingersoll, Lee M. Ritterband, Do treatment effects of a web-based cognitive behavioral therapy for insomnia intervention differ for users with and without pain interference? A secondary data analysis, Journal of Behavioral Medicine, 10.1007/s10865-019-00065-w, (2019).
- Na Wang, Jay Rosenberger, Gazi Md Daud Iqbal, Victoria Chen, Robert J Gatchel, Carl Noe, Aera Kim LeBoulluec, Two-stage stochastic programming for interdisciplinary pain management, IISE Transactions on Healthcare Systems Engineering, 10.1080/24725579.2019.1610528, (135-149), (2019).
- A S Ruppert, J Yin, M Davidian, A A Tsiatis, J C Byrd, J A Woyach, S J Mandrekar, Application of a sequential multiple assignment randomized trial (SMART) design in older patients with chronic lymphocytic leukemia, Annals of Oncology, 10.1093/annonc/mdz053, (2019).
- John J. Dziak, Jamie R. T. Yap, Daniel Almirall, James R. McKay, Kevin G. Lynch, Inbal Nahum-Shani, A Data Analysis Method for Using Longitudinal Binary Outcome Data from a SMART to Compare Adaptive Interventions, Multivariate Behavioral Research, 10.1080/00273171.2018.1558042, (1-24), (2019).
- Sylvie Naar, Deborah Ellis, April Idalski Carcone, Angela J Jacques-Tiura, Phillippe Cunningham, Thomas Templin, Kathryn Brogan Hartlieb, K-L Cathy Jen, Outcomes From a Sequential Multiple Assignment Randomized Trial of Weight Loss Strategies for African American Adolescents With Obesity, Annals of Behavioral Medicine, 10.1093/abm/kaz003, (2019).
- Nicholas J Seewald, Kelley M Kidwell, Inbal Nahum-Shani, Tianshuang Wu, James R McKay, Daniel Almirall, 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, 10.1177/0962280219877520, (096228021987752), (2019).
- Molly Byrne, Gaps and priorities in advancing methods for health behaviour change research, Health Psychology Review, 10.1080/17437199.2019.1707106, (1-13), (2019).
- Brian T. Denton, Optimization of Sequential Decision Making for Chronic Diseases: From Data to Decisions, Recent Advances in Optimization and Modeling of Contemporary Problems, 10.1287/educ.2018, (316-348), (2018).
- Angela J. Jacques-Tiura, Deborah A. Ellis, April Idalski Carcone, Sylvie Naar, Kathryn Brogan Hartlieb, Elizabeth K. Towner, Thomas Templin, K.-L. Catherine Jen, African-American Adolescents’ Weight Loss Skills Utilization: Effects on Weight Change in a Sequential Multiple Assignment Randomized Trial, Journal of Adolescent Health, 10.1016/j.jadohealth.2018.09.003, (2018).
- Jakob Kotas, Archis Ghate, Bayesian learning of dose–response parameters from a cohort under response-guided dosing, European Journal of Operational Research, 10.1016/j.ejor.2017.07.034, 265, 1, (328-343), (2018).
- Stewart J. Anderson, Longitudinal Study Designs, Handbook of Research Methods in Health Social Sciences, 10.1007/978-981-10-2779-6, (1-20), (2018).
- Daniel Almirall, Inbal Nahum-Shani, Lu Wang, Connie Kasari, Experimental Designs for Research on Adaptive Interventions: Singly and Sequentially Randomized Trials, Optimization of Behavioral, Biobehavioral, and Biomedical Interventions, 10.1007/978-3-319-91776-4_4, (89-120), (2018).
- Connie Kasari, Alexandra Sturm, Wendy Shih, SMARTer Approach to Personalizing Intervention for Children With Autism Spectrum Disorder, Journal of Speech Language and Hearing Research, 10.1044/2018_JSLHR-L-RSAUT-18-0029, 61, 11, (2629), (2018).
- Michael E. Newcomb, Gregory Swann, David Mohr, Brian Mustanski, Do Diary Studies Cause Behavior Change? An Examination of Reactivity in Sexual Risk and Substance Use in Young Men Who Have Sex with Men, AIDS and Behavior, 10.1007/s10461-018-2027-3, 22, 7, (2284-2295), (2018).
- Jennifer Dahne, C.W. Lejuez, Vanessa A. Diaz, Marty S. Player, Jacob Kustanowitz, Julia W. Felton, Matthew J. Carpenter, Pilot Randomized Trial of a Self-Help Behavioral Activation Mobile Application for Utilization in Primary Care, Behavior Therapy, 10.1016/j.beth.2018.12.003, (2018).
- Meredith Gunlicks-Stoessel, Laura Mufson, Gail Bernstein, Ana Westervelt, Kristina Reigstad, Bonnie Klimes-Dougan, Kathryn Cullen, Aimee Murray, David Vock, Critical Decision Points for Augmenting Interpersonal Psychotherapy for Depressed Adolescents: A Pilot SMART, Journal of the American Academy of Child & Adolescent Psychiatry, 10.1016/j.jaac.2018.06.032, (2018).
- Clayton R. Cook, Stephen P. Kilgus, Matthew K. Burns, Advancing the science and practice of precision education to enhance student outcomes, Journal of School Psychology, 10.1016/j.jsp.2017.11.004, 66, (4-10), (2018).
- Aera LeBoulluec, Nilabh Ohol, Victoria Chen, Li Zeng, Jay Rosenberger, Robert Gatchel, Handling time-varying confounding in state transition models for dynamic optimization of adaptive interdisciplinary pain management, IISE Transactions on Healthcare Systems Engineering, 10.1080/24725579.2017.1418770, 8, 1, (83-92), (2018).
- Diana M. Negoescu, Kostas Bimpikis, Margaret L. Brandeau, Dan A. Iancu, Dynamic Learning of Patient Response Types: An Application to Treating Chronic Diseases, Management Science, 10.1287/mnsc.2017.2793, 64, 8, (3469-3488), (2018).
- Jonathan C Hibbard, Jonathan S Friedstat, Sonia M Thomas, Renee E Edkins, C Scott Hultman, Michael R Kosorok, LIBERTI: A SMART study in plastic surgery, Clinical Trials, 10.1177/1740774518762435, 15, 3, (286-293), (2018).
- Alexander R. Luedtke, Mark J. van der Laan, Mark J. van der Laan, Sherri Rose, Optimal Dynamic Treatment Rules, Targeted Learning in Data Science, 10.1007/978-3-319-65304-4_22, (399-417), (2018).
- Johan Vikström, Geert Ridder, Martin Weidner, Bounds on treatment effects on transitions, Journal of Econometrics, 10.1016/j.jeconom.2017.11.012, 205, 2, (448-469), (2018).
- Inbal Nahum-Shani, John J. Dziak, Multilevel Factorial Designs in Intervention Development, Optimization of Behavioral, Biobehavioral, and Biomedical Interventions, 10.1007/978-3-319-91776-4_3, (47-87), (2018).
- Laura B. Balzer, Mark J. van der Laan, Maya L. Petersen, Mark J. van der Laan, Sherri Rose, Data-Adaptive Estimation in Cluster Randomized Trials, Targeted Learning in Data Science, 10.1007/978-3-319-65304-4_13, (195-215), (2018).
- Sherri Rose, Mark J. van der Laan, Mark J. van der Laan, Sherri Rose, Research Questions in Data Science, Targeted Learning in Data Science, 10.1007/978-3-319-65304-4_1, (3-14), (2018).
- Karen J. Derefinko, Francisco I. Salgado García, Daniel D. Sumrok, Smoking Cessation for Those Pursuing Recovery from Substance Use Disorders, Medical Clinics of North America, 10.1016/j.mcna.2018.02.014, 102, 4, (781-796), (2018).
- Turgay Ayer, Qiushi Chen, Personalized Medicine, Handbook of Healthcare Analytics, 10.1002/9781119300977, (109-135), (2018).
- Eric B. Laber, Fan Wu, Catherine Munera, Ilya Lipkovich, Salvatore Colucci, Steve Ripa, Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain, Statistics in Medicine, 10.1002/sim.7566, 37, 9, (1407-1418), (2018).
- Ying Liu, Yuanjia Wang, Michael R. Kosorok, Yingqi Zhao, Donglin Zeng, Augmented outcome‐weighted learning for estimating optimal dynamic treatment regimens, Statistics in Medicine, 10.1002/sim.7844, 37, 26, (3776-3788), (2018).
- Boxian Wei, Thomas M. Braun, Roy N. Tamura, Kelley M. Kidwell, A Bayesian analysis of small n sequential multiple assignment randomized trials (snSMARTs), Statistics in Medicine, 10.1002/sim.7900, 37, 26, (3723-3732), (2018).
- Rebecca Hager, Anastasios A. Tsiatis, Marie Davidian, Optimal two‐stage dynamic treatment regimes from a classification perspective with censored survival data, Biometrics, 10.1111/biom.12894, 74, 4, (1180-1192), (2018).
- William J Artman, Inbal Nahum-Shani, Tianshuang Wu, James R Mckay, Ashkan Ertefaie, Power analysis in a SMART design: sample size estimation for determining the best embedded dynamic treatment regime, Biostatistics, 10.1093/biostatistics/kxy064, (2018).
- Mélanie Bérubé, Céline Gélinas, Nancy Feeley, Géraldine Martorella, José Côté, G Yves Laflamme, Dominique M Rouleau, Manon Choinière, A Hybrid Web-Based and In-Person Self-Management Intervention Aimed at Preventing Acute to Chronic Pain Transition After Major Lower Extremity Trauma: Feasibility and Acceptability of iPACT-E-Trauma, JMIR Formative Research, 10.2196/10323, 2, 1, (e10323), (2018).
- Claire McCallum, John Rooksby, Cindy M Gray, Evaluating the Impact of Physical Activity Apps and Wearables: Interdisciplinary Review, JMIR mHealth and uHealth, 10.2196/mhealth.9054, 6, 3, (e58), (2018).
- Diana H. Fishbein, Jacinda K. Dariotis, Personalizing and Optimizing Preventive Intervention Models via a Translational Neuroscience Framework, Prevention Science, 10.1007/s11121-017-0851-8, 20, 1, (10-20), (2017).
- Meredith Gunlicks-Stoessel, Ana Westervelt, Kristina Reigstad, Laura Mufson, Susanne Lee, The role of attachment style in interpersonal psychotherapy for depressed adolescents, Psychotherapy Research, 10.1080/10503307.2017.1315465, 29, 1, (78-85), (2017).
- Daniel Almirall, Connie Kasari, Daniel F. McCaffrey, Inbal Nahum-Shani, Developing Optimized Adaptive Interventions in Education, Journal of Research on Educational Effectiveness, 10.1080/19345747.2017.1407136, 11, 1, (27-34), (2017).
- Baqun Zhang, Min Zhang, C‐learning: A new classification framework to estimate optimal dynamic treatment regimes, Biometrics, 10.1111/biom.12836, 74, 3, (891-899), (2017).
- William J. Meurer, Nicholas J. Seewald, Kelley Kidwell, Sequential Multiple Assignment Randomized Trials: An Opportunity for Improved Design of Stroke Reperfusion Trials, Journal of Stroke and Cerebrovascular Diseases, 10.1016/j.jstrokecerebrovasdis.2016.09.010, 26, 4, (717-724), (2017).
- See more




