{"id":"W4317915611","doi":"10.1093/eurheartj/ehac779.091","title":"Prioritization of invasive coronary angiogram for deserving patients with chronic coronary syndrome (CCS) using an Angiogram Eligibility Scoring (AES) system - A Clinical Audit","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ejection fraction; Internal medicine; Revascularization; Canadian Cardiovascular Society; Angina; Cardiology; Myocardial infarction; Heart failure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006954239,0.0003589963,0.0006322987,0.002430083,0.0004537643,0.0007191778,0.0003960956,0.0003404524,0.0009755898],"category_scores_gemma":[0.01021507,0.0002974541,0.0005435026,0.001590083,0.0003082757,0.0007499137,0.00085505,0.0005477583,0.0002962637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008264466,"about_ca_system_score_gemma":0.001417073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002145216,"about_ca_topic_score_gemma":0.003412435,"domain_scores_codex":[0.9956381,0.00173522,0.001150589,0.0004888155,0.0007071616,0.0002801447],"domain_scores_gemma":[0.9900658,0.001979133,0.003115004,0.0003505498,0.003262929,0.001226537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007849272,0.0002761676,0.9770106,0.0002264205,0.00005160044,0.0002974973,0.0004091142,0.0002146546,0.0005696257,0.00006733523,0.001344467,0.01874755],"study_design_scores_gemma":[0.000103821,0.00161108,0.9929528,0.0001204274,0.00007993762,0.000464105,0.0006708505,0.001961434,0.0005562191,0.00007619282,0.001373578,0.00002974574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924911,0.0006539785,0.001336256,0.0003967178,0.0000425974,0.002050042,0.001425675,0.00004592429,0.001557763],"genre_scores_gemma":[0.993681,0.0005438722,0.003396296,0.0001244239,0.00004875883,0.0006833446,0.001214231,0.000008723853,0.0002993619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006954239,"threshold_uncertainty_score":0.03677797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09488062132842068,"score_gpt":0.3781895398739222,"score_spread":0.2833089185455015,"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."}}