{"id":"W4414696983","doi":"10.2196/63742","title":"Digital Health Interventions to Support Chronic Disease Management: Systematic Scoping Review","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Psychological intervention; eHealth; Usability; mHealth; Health care; Telehealth; Telemedicine","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":[0.01575556,0.001585531,0.005529249,0.01431577,0.001047356,0.004157456,0.002109905,0.002482287,0.007334698],"category_scores_gemma":[0.08500754,0.0009866703,0.00618418,0.01476998,0.001157836,0.003214056,0.002584653,0.001735799,0.0005258261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005598973,"about_ca_system_score_gemma":0.0216931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007999588,"about_ca_topic_score_gemma":0.02001466,"domain_scores_codex":[0.9884846,0.004982274,0.003564583,0.000576184,0.002050831,0.0003416083],"domain_scores_gemma":[0.9310524,0.05544529,0.008107445,0.0008570313,0.003987535,0.0005502027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001193091,0.00004529578,0.0006042277,0.9308746,0.002886905,0.00005973884,0.0004154034,0.0001236522,0.00006086251,0.0004316337,0.001605215,0.06277325],"study_design_scores_gemma":[0.00009126701,0.00008252453,0.001211287,0.9770395,0.01014455,0.00008116232,0.0003323071,0.00006971047,0.00007160446,0.0002052777,0.01065603,0.00001470676],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001436362,0.9945357,0.000361453,0.0004421562,0.0001915108,0.001563069,0.0005522671,0.00001756729,0.0008998913],"genre_scores_gemma":[0.01414824,0.980895,0.001354832,0.0004629733,0.00009747002,0.002540377,0.0003400817,0.000006321869,0.000154776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01575556,"threshold_uncertainty_score":0.08332431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08736158132487441,"score_gpt":0.5208208868311281,"score_spread":0.4334593055062537,"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."}}