Weight Loss Trajectories and Related Factors in a 16-Week Mobile Obesity Intervention Program: Retrospective Observational Study.
Ho Heon KimYoungin KimAndreas MichaelidesYu-Rang ParkPublished in: Journal of medical Internet research (2022)
Using a machine learning approach and clustering shape-based time series similarities, we identified 5 weight loss trajectories in a mobile weight management app. Overall adherence and early adherence related to self-monitoring emerged as potential predictors of these trajectories.
Keyphrases
- weight loss
- bariatric surgery
- glycemic control
- depressive symptoms
- roux en y gastric bypass
- machine learning
- gastric bypass
- randomized controlled trial
- weight gain
- quality improvement
- type diabetes
- artificial intelligence
- cross sectional
- clinical trial
- metabolic syndrome
- big data
- rna seq
- climate change
- risk assessment
- study protocol