{"id":"W4405997257","doi":"10.1016/j.mayocpiqo.2024.100589","title":"Utility of Noninvasive Testing Before Invasive Coronary Angiography in the Assessment for Revascularization","year":2025,"lang":"en","type":"article","venue":"Mayo Clinic Proceedings Innovations Quality & Outcomes","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Revascularization; Coronary angiography; Angiography; Radiology; Cardiology; Internal medicine; Myocardial infarction","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":[0.006501663,0.0007570916,0.0004789269,0.00145568,0.0002720885,0.001111386,0.0007607427,0.0008912265,0.001110657],"category_scores_gemma":[0.04316342,0.0003046868,0.0004946975,0.00085663,0.0006830944,0.001232949,0.0006373564,0.0009043131,0.0004011524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003806747,"about_ca_system_score_gemma":0.0007359732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193901,"about_ca_topic_score_gemma":0.004060336,"domain_scores_codex":[0.9958223,0.002121898,0.0004219843,0.0004381404,0.0009117029,0.00028387],"domain_scores_gemma":[0.9712852,0.01732078,0.007128485,0.0009652032,0.002246638,0.001053837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002360133,0.00004643395,0.9940869,0.00002775131,0.00004414755,0.0001058426,0.00002886109,0.00017254,0.0001525816,0.00003001711,0.000116859,0.004952021],"study_design_scores_gemma":[0.00002009607,0.0006540661,0.990931,0.0001346524,0.000208469,0.001792251,0.0001515356,0.004425487,0.0006397945,0.0001708932,0.0008498248,0.00002190426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887079,0.004141826,0.001982525,0.000622468,0.000105648,0.00004938381,0.0003772725,0.00003109434,0.003981869],"genre_scores_gemma":[0.9979506,0.0003606098,0.001157479,0.0000898513,0.00009810938,0.00001169357,0.0001733405,0.000004550727,0.000153662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006501663,"threshold_uncertainty_score":0.03438449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07342204737320815,"score_gpt":0.4192546735742325,"score_spread":0.3458326262010243,"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."}}