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AI Applications for Chronic Condition Self-Management: Scoping Review
ML algorithms predict a hypoglycemia event in the next 24 h using self-monitored blood glucose and medication information.
Prediction accuracy was over 90% in models using RF or SVM.
RF and SVM models had a 91.7% sensitivity and 69.5% specificity.
After incorporating medication information, the sensitivity and specificity were over 90%.
The DL model predicts daily glucose levels based on patient health data, including glucose levels from the day before, diet, physical activity, and weight.
J Med Internet Res 2025;27:e59632
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Ethical clearance was provided by the University of North Carolina at Chapel Hill institutional review board (#20‐1810), the Malawi National Health Sciences Research Committee (#20/06/2566) and the Baylor College of Medicine institutional review board (H-48800). Interviewers obtained written informed consent from all participants before starting the IDIs, reminding participants that their participation was voluntary and could be withdrawn at any time.
JMIR Form Res 2025;9:e62741
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The Role of AI in Nursing Education and Practice: Umbrella Review
J Med Internet Res 2025;27:e69881
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