{"id":"W4312924644","doi":"10.2196/35790","title":"Clinical and Economic Assessment of MyDiaCare, Digital Tools Combined With Diabetes Nurse Educator Support, for Managing Diabetes in South Africa: Observational Multicenter, Retrospective Study Associated With a Budget Impact Model","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diabetes Management and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glycated hemoglobin; Observational study; Type 2 diabetes; Diabetes mellitus; Health care; Retrospective cohort study; Family medicine; Internal medicine; Economic growth","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":[0.004913277,0.0007688803,0.0007903486,0.001979991,0.0007235269,0.001053725,0.0008062157,0.00070561,0.002062511],"category_scores_gemma":[0.01585712,0.0008377643,0.002276254,0.002877247,0.0006667414,0.001221789,0.001584665,0.0009001507,0.0002175664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003442042,"about_ca_system_score_gemma":0.002189897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01504332,"about_ca_topic_score_gemma":0.008272427,"domain_scores_codex":[0.9968105,0.00173582,0.0004133658,0.0002979035,0.0002958543,0.0004464749],"domain_scores_gemma":[0.9893593,0.00289959,0.00578922,0.0004828094,0.00070052,0.0007685574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001599439,0.0008780062,0.9928476,0.0002350947,0.0004499161,0.000257387,0.0004487589,0.0006235113,0.00006722786,0.00008323317,0.000317547,0.00219226],"study_design_scores_gemma":[0.0003612573,0.002626814,0.9902372,0.0001596978,0.0004254901,0.0004497666,0.002106598,0.002756326,0.00007806996,0.00006945203,0.0006892394,0.000040119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980666,0.0003377407,0.0001807413,0.00005197145,0.000003732702,0.0003353291,0.0008102836,0.000001887864,0.0002117269],"genre_scores_gemma":[0.9981837,0.0002277729,0.0003266198,0.00004256281,0.000008487043,0.0004783346,0.0006516878,0.000002841556,0.00007792759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01504332,"threshold_uncertainty_score":0.02991152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08108153398251638,"score_gpt":0.4241886130973563,"score_spread":0.3431070791148399,"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."}}