{"id":"W4413420695","doi":"10.2196/73708","title":"Examining Patient Characteristics Associated With Digital Outpatient Care for Type 1 Diabetes (DigiDiaS): Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Akershus Universitetssykehus","keywords":"Cross-sectional study; Medicine; Type 2 diabetes; Diabetes mellitus; Outpatient clinic; Internal medicine; Endocrinology; Pathology","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":[0.001433379,0.0001902445,0.0003381452,0.0006665327,0.0005408708,0.0007608345,0.0003387092,0.00057313,0.00178081],"category_scores_gemma":[0.002666125,0.0003215717,0.0004915799,0.001051934,0.0002468522,0.0005853426,0.000672473,0.0008447373,0.0002822845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003724136,"about_ca_system_score_gemma":0.0003998082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572511,"about_ca_topic_score_gemma":0.005126413,"domain_scores_codex":[0.9991012,0.0002722648,0.0001287754,0.0002010735,0.0001818788,0.0001148706],"domain_scores_gemma":[0.9979165,0.0004303015,0.0009681199,0.0001190567,0.0001975036,0.0003684986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003334715,0.00008217231,0.9992616,0.00001026326,0.00002345994,0.00001995624,0.00009851935,0.000006007329,0.00004111694,0.000005506514,0.00004675246,0.0003713884],"study_design_scores_gemma":[0.000007816495,0.0002245436,0.9988478,0.000009881719,0.00002577689,0.0001400206,0.0004887737,0.0000681983,0.0000208927,0.00000714247,0.0001559416,0.000003094514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990903,0.0001269896,0.00005049399,0.00002875273,0.000004742533,0.0000352776,0.0003658331,0.000001375591,0.0002961624],"genre_scores_gemma":[0.9991605,0.00009070006,0.0001614347,0.00007181249,0.000007180444,0.00004825936,0.0003485364,0.000001112597,0.0001104401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003572511,"threshold_uncertainty_score":0.007580459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06275285438679275,"score_gpt":0.3530480936099689,"score_spread":0.2902952392231762,"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."}}