{"id":"W4391716976","doi":"10.1007/s13300-024-01535-4","title":"Identifying Ontarians with Type 2 Diabetes Mellitus in Administrative Data: A Comparison of Two Case Definitions","year":2024,"lang":"en","type":"article","venue":"Diabetes Therapy","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Novo Nordisk Canada","keywords":"Medicine; Cohort; Diabetes mellitus; Type 2 diabetes; Cohort study; Internal medicine; Pediatrics; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001053448,0.0001398821,0.0003565148,0.0001852395,0.0003000317,0.00002649124,0.0001770823,0.0001113275,0.0003322691],"category_scores_gemma":[0.0001053367,0.0001056136,0.00002454363,0.0004912284,0.00008059471,0.0003280396,0.00004384355,0.0006928684,0.00009013761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008892731,"about_ca_system_score_gemma":0.0005669882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004375372,"about_ca_topic_score_gemma":0.00324409,"domain_scores_codex":[0.9981018,0.0002782168,0.0007207316,0.000234293,0.0002221411,0.0004427787],"domain_scores_gemma":[0.998116,0.001114325,0.0001674274,0.0003756022,0.0001037014,0.0001229535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002324988,0.0005962375,0.7498116,0.004856613,0.0004150193,0.000174726,0.1108727,0.00005688754,0.0007205931,0.02741934,0.009425257,0.09541842],"study_design_scores_gemma":[0.02937234,0.01275278,0.1948577,0.04837417,0.0008331711,0.00005866641,0.1307504,0.2381088,0.008941623,0.04709141,0.2842252,0.004633767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907992,0.005027867,0.0002196849,0.0005867337,0.0005691815,0.0005808695,0.0001471847,0.00009800234,0.001971244],"genre_scores_gemma":[0.9972,0.0005032244,0.001094735,0.0005764911,0.0001200055,0.0001021681,0.0003442869,0.00001937429,0.0000397654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5549539,"threshold_uncertainty_score":0.4306799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5785092043281571,"score_gpt":0.5364634391774333,"score_spread":0.04204576515072378,"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."}}