{"id":"W2148872635","doi":"10.1093/eurheartj/ehm004","title":"Risk scores for risk stratification in acute coronary syndromes: useful but simpler is not necessarily better","year":2007,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":270,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; London Health Sciences Centre; Canadian Heart Research Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Risk stratification; Cardiology; Internal medicine; Risk assessment; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003984754,0.0002181144,0.000363164,0.0004390633,0.0003645449,0.0001410042,0.0002000312,0.00008585205,0.0004187168],"category_scores_gemma":[0.0003741447,0.0001864987,0.0002518311,0.0002988786,0.0001232793,0.000289375,0.00006713489,0.00134849,0.0004101193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163451,"about_ca_system_score_gemma":0.0001368222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006174998,"about_ca_topic_score_gemma":0.000008844093,"domain_scores_codex":[0.9971581,0.0004984143,0.0007115636,0.0003662611,0.0006451057,0.0006205738],"domain_scores_gemma":[0.9982238,0.0003818523,0.0002703937,0.0004101416,0.0003082479,0.0004055449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001286838,0.0001467693,0.800763,0.0000245776,0.0004265566,0.0008747946,0.0004983947,0.00002699151,0.00769728,0.000009977439,0.1713949,0.01684992],"study_design_scores_gemma":[0.001979416,0.0006192326,0.9048904,0.00006283782,0.0001423657,0.002373599,0.0001741478,0.0002129957,0.001939182,0.00007489635,0.08735792,0.0001730405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818185,0.0001406498,0.006095128,0.009378947,0.0003430323,0.0006513661,0.000146042,0.00004912019,0.001377223],"genre_scores_gemma":[0.9835533,0.0005632745,0.005046883,0.008597445,0.0009917218,0.000006628262,0.00003737664,0.00008867915,0.001114658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041274,"threshold_uncertainty_score":0.7605197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07385084907314385,"score_gpt":0.3656095437469938,"score_spread":0.29175869467385,"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."}}