{"id":"W4413566282","doi":"10.2196/63894","title":"Assessing the Clinical Feasibility of the DiaFocus System for Integrated Personalized Management of Type 2 Diabetes: 6-Month Pilot Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Danmarks Tekniske Universitet; European Commission; Steno Diabetes Center Copenhagen","keywords":"Medicine; mHealth; Type 2 diabetes; Diabetes management; Diabetes mellitus; Competence (human resources); Physical therapy; Family medicine; Nursing; Psychological intervention; Psychology","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":[0.0166838,0.001058417,0.001210178,0.0006584445,0.001960939,0.001380336,0.0007600601,0.001316438,0.002234892],"category_scores_gemma":[0.01742079,0.0007651767,0.001676439,0.0003914166,0.0007036965,0.001500741,0.00140046,0.001997879,0.001095026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008410645,"about_ca_system_score_gemma":0.001670171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00506196,"about_ca_topic_score_gemma":0.005271253,"domain_scores_codex":[0.994646,0.002823329,0.0004419777,0.0006264041,0.0008401629,0.000622126],"domain_scores_gemma":[0.9892456,0.002686222,0.001588073,0.001415199,0.002863638,0.00220115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04172722,0.1020196,0.7971492,0.0004278728,0.001040885,0.0005649163,0.007842255,0.0003979011,0.004171164,0.00008763891,0.002856197,0.04171517],"study_design_scores_gemma":[0.006938684,0.2236213,0.7606634,0.00008334373,0.0006802203,0.0002859202,0.002931905,0.001304315,0.001173997,0.00006568299,0.002138017,0.0001132948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967813,0.00005921258,0.0003180802,0.00006698444,0.00003224291,0.00199878,0.0003089659,0.00001997791,0.000414427],"genre_scores_gemma":[0.9915319,0.0001182137,0.002289155,0.000243173,0.00007024418,0.004250619,0.0006973234,0.00002068388,0.000778708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166838,"threshold_uncertainty_score":0.08823341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204452935953252,"score_gpt":0.5106745275438624,"score_spread":0.3902292339485373,"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."}}