AI Medical Compendium Journal:
Journal of substance use and addiction treatment

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A longitudinal observational study with ecological momentary assessment and deep learning to predict non-prescribed opioid use, treatment retention, and medication nonadherence among persons receiving medication treatment for opioid use disorder.

Journal of substance use and addiction treatment Mar 22, 2025
BACKGROUND: Despite effective treatments for opioid use disorder (OUD), relapse and treatment drop-out diminish their efficacy, increasing the risks of adverse outcomes, including death. Predicting important outcomes, including non-prescribed opioid ...
Humans Electronic Health Records Female Adult Male Middle Aged Deep Learning Medication Adherence Longitudinal Studies Analgesics, Opioid Opioid-Related Disorders Opiate Substitution Treatment Ecological Momentary Assessment
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Exploring predictors of substance use disorder treatment engagement with machine learning: The impact of social determinants of health in the therapeutic landscape.

Journal of substance use and addiction treatment Jun 8, 2024
BACKGROUND: Improved knowledge of factors that influence treatment engagement could help treatment providers and systems better engage patients. The present study used machine learning to explore associations between individual- and neighborhood-leve...
Humans Machine Learning Mental Disorders Female Young Adult Adult Male Middle Aged Adolescent United States Socioeconomic Factors Residence Characteristics Age Factors Unemployment Substance-Related Disorders Poverty Social Determinants of Health Patient Acceptance of Health Care
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