{"id":"W4413615258","doi":"10.1002/ccd.70111","title":"Incidence and Predictors of Referral for Coronary Angiography and Revascularization in Non‐ST‐Segment Elevation Myocardial Infarction","year":2025,"lang":"en","type":"article","venue":"Catheterization and Cardiovascular Interventions","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Heart Institute Foundation","funders":"","keywords":"Medicine; Revascularization; Myocardial infarction; Cohort; Internal medicine; Chest pain; Cardiology; Referral; Population; Stroke (engine); Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006260152,0.0001939197,0.0002571072,0.0005470518,0.0003330625,0.0006031892,0.0005404552,0.0005283129,0.001420346],"category_scores_gemma":[0.003012077,0.0003214611,0.0003389116,0.000712147,0.0002783474,0.0003704728,0.0006525528,0.0007685969,0.0001977037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466023,"about_ca_system_score_gemma":0.0005705807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01614973,"about_ca_topic_score_gemma":0.01802456,"domain_scores_codex":[0.9995399,0.00009314033,0.00006544647,0.0001075539,0.0001043531,0.0000897052],"domain_scores_gemma":[0.9974709,0.0002411676,0.001533958,0.00008869116,0.0002474626,0.0004179743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001572337,0.00001184572,0.9995199,0.000003942119,0.00000871792,0.00003132135,0.00002300165,0.00002091206,0.00003102658,0.000007602542,0.00006018188,0.000265715],"study_design_scores_gemma":[0.000001929048,0.0000164296,0.9995084,0.000005291352,0.000006055069,0.0001289297,0.00007049964,0.0002130609,0.000007924716,0.000008742305,0.00003133165,0.00000132161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992058,0.0001757137,0.00002862264,0.00009576276,0.000004597516,0.000006395308,0.0001985581,0.000002120776,0.0002823973],"genre_scores_gemma":[0.9995744,0.000102367,0.00003399971,0.00001697587,0.000008035891,0.000005064752,0.0002037358,7.345627e-7,0.00005480031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01614973,"threshold_uncertainty_score":0.03211147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082164039395648,"score_gpt":0.303940497984039,"score_spread":0.2831188575900826,"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."}}