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Data Science for Dynamic Intervention Decision-making Lab

Workshop Resources

Selected Publications

Nahum-Shani, I., Almirall, D. (2019) An Introduction to Adaptive Interventions and SMART Designs in Education (NCSER 2020-001). U.S. Department of Education. Washington, DC: National Center for Special Education Research. 

Luers, B., Qian, M., Nahum-Shani, I., Kasari, C. Almirall, D. (2019) Linear mixed models for comparing dynamic treatment regimens on a longitudinal outcome in sequentially randomized trials. Submitted.

Seewald, N., Kidwell, K.M., Nahum-Shani, I., Wu, T., McKay, J.R., Almirall, D. (2019) 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. doi: 10.1177/0962280219877520

Dziak, J.J., Yap, J.R., Almirall, D., McKay, J.R., Lynch, K.G., Nahum-Shani, I. (2019) A Data Analysis Method for Using Longitudinal Binary Outcome Data From a SMART to Compare Adaptive Interventions. Multivariate Behavioral Research, 54:5, 613-636, doi: 10.1080/00273171.2018.1558042

Nahum-Shani, I., Almirall, D., Yap, J.R., McKay, J.R., Lynch, K.G., Freiheit, E.A., Dziak, J.J. (2019). SMART longitudinal analysis: A tutorial for using repeated outcome measures from SMART studies to compare adaptive interventions. Psychological Methods, doi: 10.1037/met0000219

Almirall,D., Kasari, C., McCaffrey, D.F., & Nahum-Shani, I. (2018) Developing Optimized Adaptive Interventions in Education. Journal of Research on Educational Effectiveness, 11:1, 27-34.

NeCamp, T., Kilbourne, A., & Almirall, D. (2017). Comparing cluster-level dynamic treatment regimens using sequential, multiple assignment, randomized trials: Regression estimation and sample size considerations. Statistical Methods in Medical Research, 26(4), 1572-1589.

Boruvka, A., Almirall, D., Witkiewitz, K., & Murphy, S. A. (2017). Assessing time-varying causal effect moderation in mobile health. Journal of the American Statistical Association, 113:523, 1112-1121, doi: 10.1080/01621459.2017.1305274

Nahum-Shani, I., Ertefaie, A., Lu, X., McKay, J.R., Lynch, K.G., Oslin, D., & Almirall, D. (2017). A SMART Data Analysis Method for Constructing Adaptive Treatment Strategies for Substance Use Disorders. Addiction, 112(5), 901-909.

Nahum-Shani, I., Smith, S. N., Spring, B. J., Collins, L. M., Witkiewitz, K., Tewari, A., & Murphy, S. A. (2017). Just-in-time adaptive interventions (JITAIs) in mobile health: key components and design principles for ongoing health behavior support. Annals of Behavioral Medicine, 52(6), 446-462.

Nahum-Shani, I., Hekler, E. B., & Spruijt-Metz, D. (2015). Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework. Health Psychology, 34(S), 1209-19. doi: 10.1037/hea0000306

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