An Explainable Artificial Intelligence Software Tool for Weight Management Experts (PRIMO): Mixed Methods Study.
Glenn J FernandesArthur ChoiJacob Michael SchauerAngela Fidler PfammatterBonnie J SpringAdnan DarwicheNabil I AlshurafaPublished in: Journal of medical Internet research (2023)
Our results show the potential for weight management experts to agree with the ML-based early prediction of success in weight loss treatment programs, enabling timely and dynamic modification of intervention components to enhance intervention effectiveness. Our findings provide methods for advancing the understandability and trust of ML models among weight management experts.
Keyphrases
- weight loss
- artificial intelligence
- randomized controlled trial
- body mass index
- physical activity
- bariatric surgery
- machine learning
- roux en y gastric bypass
- big data
- systematic review
- deep learning
- public health
- gastric bypass
- clinical trial
- type diabetes
- healthcare
- climate change
- health information
- glycemic control
- combination therapy