Assessment of Medication Adherence

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Using machine learning to examine medication adherence thresholds and risk of hospitalization.

Medical care Aug 1, 2015
BACKGROUND: Quality improvement efforts are frequently tied to patients achieving ≥80% medication adherence. However, there is little empirical evidence that this threshold optimally predicts important health outcomes.
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Humans Artificial Intelligence Retrospective Studies Female Hospitalization Aged Aged, 80 and over Adult Male Middle Aged Risk Assessment Cohort Studies Diabetes Mellitus, Type 2 United States Hypoglycemic Agents Patient Compliance Quality Improvement Multivariate Analysis Assessment of Medication Adherence Medicaid
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Super Learner Analysis of Electronic Adherence Data Improves Viral Prediction and May Provide Strategies for Selective HIV RNA Monitoring.

Journal of acquired immune deficiency syndromes (1999) May 1, 2015
OBJECTIVE: Regular HIV RNA testing for all HIV-positive patients on antiretroviral therapy (ART) is expensive and has low yield since most tests are undetectable. Selective testing of those at higher risk of failure may improve efficiency. We investi...
Humans Artificial Intelligence Decision Support Techniques Prospective Studies Female Adult Male Middle Aged HIV Infections Anti-HIV Agents Cohort Studies Longitudinal Studies Drug Monitoring RNA, Viral Treatment Failure Assessment of Medication Adherence
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