{"id":"W2054429952","doi":"10.1371/journal.pone.0075256","title":"Systematic Review and Meta-Analysis of Validation Studies on a Diabetes Case Definition from Health Administrative Records","year":2013,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; McGill University Health Centre","funders":"Canadian Arthritis Network; Canadian Institutes of Health Research; Arthritis Society; University of British Columbia; McGill University","keywords":"Medicine; Meta-analysis; MEDLINE; Diabetes mellitus; Population; Systematic review; Bivariate analysis; Medical record; Family medicine; Environmental health; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001622537,0.0005241493,0.02055221,0.0004309989,0.00007090939,0.00002647316,0.0000846153,0.0001608514,0.00014271],"category_scores_gemma":[0.001766869,0.0003341533,0.003142805,0.0007111941,0.00007935227,0.00007196079,0.00004127163,0.0002865881,0.00004090778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399511,"about_ca_system_score_gemma":0.0001442452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006770217,"about_ca_topic_score_gemma":0.0001521372,"domain_scores_codex":[0.9950597,0.00156789,0.001921228,0.0005761459,0.0006558349,0.0002192484],"domain_scores_gemma":[0.9955629,0.0009612347,0.001941417,0.0009988253,0.0003690465,0.0001665836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[8.130781e-7,0.0002009354,4.008089e-7,0.546333,0.4486198,0.00001457285,0.00006101275,2.111483e-8,2.930494e-8,0.000005239757,0.00002748143,0.00473664],"study_design_scores_gemma":[0.0001020887,0.0004503185,0.000001162091,0.2136472,0.7853321,0.00000924391,0.00007414941,0.000001615566,0.00001446597,0.00001956948,0.0001607738,0.0001873019],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004069697,0.990861,0.000002500696,0.00014493,0.0000175804,0.007545051,0.0009261688,0.00003408689,0.00006169059],"genre_scores_gemma":[0.0001172286,0.9938256,0.001084895,0.0002712924,0.00004970019,0.00338323,0.001105589,0.00004717132,0.0001152751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3367122,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4526438667405033,"score_gpt":0.3995726612383109,"score_spread":0.05307120550219241,"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."}}