Behavior Change Pathways of Digital Wearable Devices in Supporting Exercise Self-Management Among Patients With Type 2 Diabetes: A Scoping Review Based on Machine Learning-Assisted Text Mining

Key Points

• The review aims to analyze the impact of digital wearable devices on exercise self-management in type 2 diabetes.
• Scoping review design
• Analysis of behavior change pathways
• Machine learning-assisted text mining methods to identify key factors
• Identified key behavior change pathways of digital wearable devices
• Highlighted the role of machine learning in understanding exercise self-management
• Provided empirical evidence for digital health management practices