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Detecting Medication-Taking Gestures Using Machine Learning and Accelerometer Data Collected via Smartwatch Technology: Instrument Validation Study.

Chrisogonas Odero Odhiambo, Lukacs Ablonczy,Pamela J Wright,Cynthia F Corbett,Sydney Reichardt,Homayoun Valafar

JMIR Human Factors（2023）

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Abstract
Smartwatch technology may provide an accurate, nonintrusive means of monitoring complex human behaviors such as natural medication-taking gestures. Future research is warranted to evaluate the efficacy of using modern sensing devices and machine learning algorithms to monitor medication-taking behavior and improve medication adherence.
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Key words
machine learning, neural networks, automated pattern recognition, medication adherence, ecological momentary assessment, digital signal processing, digital biomarkers
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