{"id":"W2135678113","doi":"10.1136/heart.85.6.672","title":"Hypothetical ratings of coronary angiography appropriateness: are they associated with actual angiographic findings, mortality, and revascularisation rate? The ACRE study","year":2001,"lang":"en","type":"article","venue":"Heart","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Heart Foundation; Boston Scientific Corporation","keywords":"Medicine; Canadian Cardiovascular Society; Angiography; Angina; Coronary angiography; Cardiology; Internal medicine; Asymptomatic; Population; Appropriate Use Criteria; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008334853,0.0001567275,0.000368552,0.0001380183,0.0001333561,0.00003316127,0.00004853443,0.00007524409,0.000009650063],"category_scores_gemma":[0.0004805661,0.00009856278,0.0002455103,0.0004779513,0.0002081242,0.00005570824,0.00003760961,0.000179053,0.000001692337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001383856,"about_ca_system_score_gemma":0.00003885479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002962621,"about_ca_topic_score_gemma":0.0001147483,"domain_scores_codex":[0.9987445,0.0002055543,0.0002218339,0.0002464058,0.0003716725,0.0002099708],"domain_scores_gemma":[0.9989263,0.0004124898,0.00008487909,0.0003187082,0.0001729469,0.00008460572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001048105,0.0004215661,0.9973502,0.00001979948,0.0004837253,0.00004535138,0.0009259922,0.000007725374,0.0002027952,0.00001956306,0.0003143528,0.0001041448],"study_design_scores_gemma":[0.001638217,0.0004549206,0.9943151,0.0001623514,0.0008986293,0.0001057513,0.002045237,0.00004397734,0.00005508119,0.00009134932,0.0000754537,0.0001139576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976431,0.0005815426,0.00003756674,0.0007642853,0.00004754322,0.0007251418,0.00001294018,0.00005976369,0.0001280984],"genre_scores_gemma":[0.9994282,0.00006028655,0.0000623945,0.0002958933,0.00005119678,0.00003174017,0.00002823846,0.00002364887,0.00001839427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0030351,"threshold_uncertainty_score":0.4019274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03122399718759766,"score_gpt":0.2795300678452844,"score_spread":0.2483060706576867,"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."}}