{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000682749,0.0001293451,0.0003648099,0.0006396569,0.0001020324,0.00003295389,0.00003892086,0.0001241426,0.000006170693],"category_scores_gemma":[0.0001602868,0.0001336944,0.0006758333,0.0005173204,0.0001526579,0.0001816132,0.00007638408,0.0001032394,2.1789e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004887195,"about_ca_system_score_gemma":0.00003940659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000555745,"about_ca_topic_score_gemma":0.000004379882,"domain_scores_codex":[0.9987605,0.0001236211,0.000419166,0.0003306642,0.0002272603,0.0001387755],"domain_scores_gemma":[0.9993118,0.0000366436,0.00007544375,0.0002520748,0.0002561615,0.00006788614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006100099,0.0003691108,0.872737,0.003020659,0.008176168,0.000005592278,0.0009672735,0.0005790964,0.01500268,0.002945436,0.0008235001,0.09476348],"study_design_scores_gemma":[0.002539125,0.0003455491,0.9895113,0.0006154501,0.001010268,0.00003055641,0.000272035,0.00167171,0.0003488685,0.0002656381,0.003258755,0.0001307486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190381,0.004806413,0.2727765,0.0006980855,0.0002757494,0.002093625,0.0000675203,0.0000415532,0.0002024541],"genre_scores_gemma":[0.9960149,0.002417686,0.0006640085,0.0001725666,0.00004333116,0.0002713728,0.0003137377,0.00001459619,0.00008781122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769768,"threshold_uncertainty_score":0.54519,"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."}}