{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003432914,0.0001914011,0.0006151421,0.0005330912,0.0001660389,0.00004140301,0.000196037,0.0001282615,0.000008519859],"category_scores_gemma":[0.02124593,0.0001499497,0.0004232308,0.003053611,0.000205405,0.0001384956,0.00007990293,0.0003149641,0.00000107488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006107937,"about_ca_system_score_gemma":0.0005802002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009677737,"about_ca_topic_score_gemma":0.00002852651,"domain_scores_codex":[0.9976965,0.00005292164,0.001274947,0.0003604921,0.0003730133,0.0002421241],"domain_scores_gemma":[0.9932933,0.003839758,0.0005067868,0.0003469771,0.00198303,0.00003014755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003191553,0.0003516621,0.9691936,0.000732404,0.0002144115,0.000001170736,0.0006807543,7.460636e-7,0.0001066563,0.02371917,0.00156398,0.003403489],"study_design_scores_gemma":[0.00177439,0.0001282439,0.9821868,0.0003983208,0.0003094533,0.000004854279,0.003330997,0.00006910331,0.0002010936,0.01122537,0.0002588255,0.0001125267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964819,0.0001129326,0.005544142,0.01361784,0.0002897743,0.002454185,0.0001066413,0.0000945107,0.01296101],"genre_scores_gemma":[0.9815017,0.000007796499,0.01448592,0.003388566,0.0000469817,0.0002488446,0.0001716091,0.0000133644,0.0001351887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01781302,"threshold_uncertainty_score":0.9869985,"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."}}