Validity of Two Awake Wear-Time Classification Algorithms for activPAL in Youth, Adults, and Older Adults.

Jordan A CarlsonFatima Tuz-ZahraJohn BellettiereNicola D RidgersChelsea SteelCarolina BejaranoAndrea Z LaCroixDori E RosenbergMikael Anne Greenwood-HickmanMarta M JankowskaLoki Natarajan

Published in: Journal for the measurement of physical behaviour (2021)

The automated awake wear-time classification algorithms performed similarly to the diary information on days without short (≤2.5-2.75 hr) nonwear periods. Because both diary and algorithm data can have inaccuracies, best practices likely involve integrating diary and algorithm output.

Keyphrases

machine learning
deep learning
big data
artificial intelligence
physical activity
deep brain stimulation
primary care
mental health
young adults
health information
high throughput