{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02680863,0.0008377255,0.0009082443,0.004231123,0.001306948,0.001875701,0.002971824,0.0006415014,0.0005346126],"category_scores_gemma":[0.08441975,0.0004253267,0.001194,0.00335644,0.001229292,0.000630081,0.00237973,0.0009150635,0.000212005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005997322,"about_ca_system_score_gemma":0.007355036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2962935,"about_ca_topic_score_gemma":0.2875489,"domain_scores_codex":[0.9643547,0.01518532,0.005683642,0.004308425,0.008998182,0.001469852],"domain_scores_gemma":[0.911868,0.01951234,0.02594427,0.01045621,0.03032091,0.001898186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157193,0.00003843785,0.9931608,0.000071981,0.0001395234,0.00008478086,0.000521857,0.0007785358,0.0002575694,0.0001816453,0.0005027042,0.004146477],"study_design_scores_gemma":[0.00005311966,0.00009647898,0.9930651,0.0001254638,0.0001302361,0.000325117,0.0007308811,0.002579346,0.0009354823,0.0001104133,0.001829657,0.00001867525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810068,0.001105245,0.01007305,0.0002747512,0.00005298572,0.001166312,0.00328681,0.0000665641,0.002967459],"genre_scores_gemma":[0.98035,0.0002312847,0.01352693,0.0001446709,0.00002044364,0.0005086558,0.00500782,0.0000156904,0.0001944965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2962935,"threshold_uncertainty_score":0.5891377,"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."}}