{"id":"W4410603869","doi":"10.2196/73807","title":"Multidomain Behavioral Change Digital Coaching for Chronic Disease Management in Patients With Type 2 Diabetes: Framework Development and Preliminary Evaluation","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Coaching; Domain (mathematical analysis); Type 2 diabetes; Chronic disease; Psychology; Medicine; Diabetes mellitus; Computer science; Applied psychology; Knowledge management; Family medicine; Psychotherapist; World Wide Web; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005290879,0.0004894872,0.0003630551,0.0008460166,0.000563305,0.00122399,0.000865764,0.0006025198,0.002043763],"category_scores_gemma":[0.007094581,0.000160071,0.0009699598,0.0005148103,0.0004544903,0.0005767308,0.001553263,0.0005364295,0.0001535062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002751764,"about_ca_system_score_gemma":0.005392193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02080019,"about_ca_topic_score_gemma":0.0250563,"domain_scores_codex":[0.9979267,0.001412161,0.00009435265,0.0001667651,0.0002796545,0.0001203089],"domain_scores_gemma":[0.996744,0.002152472,0.0002010469,0.0001379038,0.0006037995,0.0001607052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001953759,0.005206061,0.0702618,0.005814749,0.0006654561,0.0003841259,0.003730205,0.1776739,0.005461563,0.03936428,0.005007465,0.6844766],"study_design_scores_gemma":[0.001259056,0.004430549,0.03155823,0.001833902,0.000841921,0.0002078213,0.003464993,0.9216264,0.005430252,0.006859162,0.02240387,0.00008382607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5644031,0.00302106,0.3898177,0.002613262,0.0000863755,0.01699534,0.001689931,0.001879002,0.01949434],"genre_scores_gemma":[0.5368271,0.001193738,0.4538173,0.0001829062,0.00001142385,0.005776434,0.001170703,0.00002950208,0.0009907684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02080019,"threshold_uncertainty_score":0.04135829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1304076207937655,"score_gpt":0.5297300914404247,"score_spread":0.3993224706466593,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}