{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03224829,0.002570543,0.002685895,0.005869786,0.0006983129,0.005458767,0.00175156,0.001792227,0.003831621],"category_scores_gemma":[0.06582162,0.0004597807,0.001526011,0.003755469,0.003060398,0.005708234,0.002252482,0.004436035,0.001515296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155981,"about_ca_system_score_gemma":0.003060341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004649799,"about_ca_topic_score_gemma":0.004894332,"domain_scores_codex":[0.9853649,0.007359833,0.001370107,0.0009150228,0.004676665,0.0003135866],"domain_scores_gemma":[0.9698363,0.01238427,0.006534098,0.004137831,0.005797688,0.001309774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001197281,0.0003565712,0.4151669,0.001501938,0.00261339,0.000312704,0.001568083,0.00478767,0.001408534,0.02696693,0.05111573,0.4930043],"study_design_scores_gemma":[0.001618562,0.003713184,0.4843368,0.005594093,0.002829412,0.00380104,0.002321328,0.05646456,0.002074691,0.3059825,0.1302776,0.0009862534],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3355697,0.0854177,0.2876665,0.2454148,0.009382457,0.001893288,0.008219107,0.002477165,0.02395927],"genre_scores_gemma":[0.7506085,0.01480543,0.2040916,0.01580917,0.007183239,0.0005889258,0.002950845,0.0004809194,0.003481374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03224829,"threshold_uncertainty_score":0.1705473,"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."}}