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

Published in: JMIR human factors (2023)

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.

Keyphrases

machine learning
adverse drug
healthcare
endothelial cells
physical activity
electronic health record
deep learning
mass spectrometry
high resolution
current status