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
healthcare
adverse drug
endothelial cells
big data
physical activity
artificial intelligence
electronic health record
deep learning
induced pluripotent stem cells
emergency department
patient reported outcomes