{"id":"W2122171794","doi":"10.1111/j.1464-5491.2011.03238.x","title":"Validation of diabetes case definitions using administrative claims data","year":2011,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health; University of Alberta; BC Children's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research; Public Health Agency of Canada","keywords":"Medicine; Medical prescription; Diabetes mellitus; Pediatrics; Family medicine; Gold standard (test); MEDLINE; Internal medicine; Nursing","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":[0.0009666765,0.0002472004,0.0008467234,0.0002332221,0.0001005776,0.000006477123,0.0002219341,0.0001281997,0.0008925253],"category_scores_gemma":[0.0007551825,0.0001999247,0.0001384964,0.0004116812,0.000529076,0.0001720845,0.0001100989,0.0002208271,0.00002426888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003888381,"about_ca_system_score_gemma":0.0001759883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467892,"about_ca_topic_score_gemma":0.00004649558,"domain_scores_codex":[0.9979106,0.0001393298,0.000623627,0.0004621526,0.0004924653,0.0003718874],"domain_scores_gemma":[0.997593,0.0001585915,0.0002286326,0.001470722,0.0002659169,0.0002831533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006271215,0.006916441,0.1995717,0.0082625,0.01330399,0.009100047,0.03358693,0.00003633503,0.05373318,0.008265931,0.01237871,0.6542171],"study_design_scores_gemma":[0.03245168,0.01188308,0.2331835,0.01034217,0.02960614,0.004538945,0.01825373,0.008990734,0.6227375,0.01704211,0.007792388,0.003178022],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881691,0.001372158,0.000833275,0.0001767514,0.0003004882,0.0006417204,0.000139837,0.00006408442,0.008302554],"genre_scores_gemma":[0.9926262,0.00007977577,0.006059419,0.0002104233,0.0003697576,0.0000279656,0.0005432558,0.00004030298,0.00004285006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6510391,"threshold_uncertainty_score":0.9772526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2761039174229362,"score_gpt":0.3444205247862142,"score_spread":0.06831660736327805,"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."}}