{"id":"W2052667634","doi":"10.1097/mlr.0b013e3182329778","title":"Administrative Hospitalization Database Validation of Cardiac Procedure Codes","year":2011,"lang":"en","type":"article","venue":"Medical Care","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; University of Toronto; University Health Network; Toronto General Hospital; Sunnybrook Health Science Centre; Ontario Stroke Network; Canadian Institute for Health Information","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Conventional PCI; Percutaneous coronary intervention; Cardiac catheterization; Emergency medicine; Cardiac surgery; Coronary artery disease; Database; Surgery; Medical emergency; Internal medicine; Myocardial infarction","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008966117,0.00009830695,0.0002405093,0.00006414711,0.0002696568,0.000001937469,0.0001437414,0.0002830575,0.002451673],"category_scores_gemma":[0.002325767,0.00007788692,0.00004097579,0.0001819496,0.00009090154,0.0001519593,0.00005285281,0.0004294528,0.0001017322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007487314,"about_ca_system_score_gemma":0.001090566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001920408,"about_ca_topic_score_gemma":0.0000525699,"domain_scores_codex":[0.9979091,0.0002989302,0.0006431273,0.0001480758,0.0007417653,0.0002590369],"domain_scores_gemma":[0.9985511,0.0001828497,0.0002804156,0.0001996913,0.000451704,0.0003342784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003324866,0.0002142513,0.5263983,0.0158397,0.00006982705,0.0000100787,0.3514405,9.882176e-7,0.00009028025,0.02898256,0.05236677,0.0242542],"study_design_scores_gemma":[0.005934741,0.003387307,0.4528632,0.01282604,0.000458508,0.000007303326,0.3558771,0.002252807,0.0303711,0.002600142,0.1317527,0.001669085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8912141,0.0006976754,0.004826398,0.00112489,0.001909881,0.00170809,0.000358547,0.0002232338,0.09793714],"genre_scores_gemma":[0.9974215,0.0001262092,0.0005241021,0.0005734501,0.0002337186,0.0001165281,0.0008652089,0.000010278,0.0001289984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1062074,"threshold_uncertainty_score":0.9984602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2707885593169428,"score_gpt":0.4702386477621798,"score_spread":0.1994500884452369,"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."}}