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The model was configured with L2 regularization, and the regularization strength parameter (C) was optimized through grid search over a predefined range [36,37]. The liblinear solver was used for its suitability with small datasets, and the maximum number of iterations was set to 1000 to ensure model convergence.
JMIR AI 2025;4:e68144
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The State of Remote Patient Monitoring for Chronic Disease Management in the United States
J Med Internet Res 2025;27:e70422
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development (R)
Acquisition of external graphics designer (G)
Selection of software and metrics (J)
Learning to work with existing technologies for scheduling and publishing (AF)
Sudden unexpected team member change (U)
Outputs
Extracting key teaching points from top PECARN articles into tweet (X)
Tweet frequency established at the same time each week (3 times per week) (AH)
Tweet visual structure: Intentional or strategic polls, emojis, bullet points, and multimedia such as images and videos (AA, AB, AC, C,
JMIR Form Res 2025;9:e59481
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