Idiographic Lapse Prediction with State Space Modeling: Algorithm Development and Validation
Published in Journal of Medical Internet Research - Formative Research, 2025
This paper proposes a state space framework for predicting lapse risk among individuals with alcohol use disorders. The personalized state space framework is shown to outperform population-trained classical machine learning approaches.
Recommended citation:
Pulick, E., Curtin, J., & Mintz, Y. (2025). Idiographic Lapse Prediction with State Space Modeling: Algorithm Development and Validation, Journal of Medical Internet Research - Formative Research, DOI: 10.2196/73265