{"id":"W2884798775","doi":"10.1007/s12410-018-9461-5","title":"Coronary CTA for Preoperative Risk Assessment in Noncardiac Surgery","year":2018,"lang":"en","type":"article","venue":"Current Cardiovascular Imaging Reports","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Risk assessment; Context (archaeology); Risk stratification; Radiology; Interventional radiology; Computed tomography angiography; Neuroradiology; Angiography; Cardiology; Neurology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00365536,0.0003377776,0.001779011,0.0002446593,0.0001532596,0.00006393872,0.00006143943,0.00007514867,0.00002787935],"category_scores_gemma":[0.0009508599,0.0002910875,0.003869553,0.0003090956,0.0002016459,0.0001894239,0.00006902475,0.0003569354,0.00001233831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525847,"about_ca_system_score_gemma":0.0004622164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000514325,"about_ca_topic_score_gemma":0.000002168326,"domain_scores_codex":[0.9967963,0.0003226522,0.0006975338,0.0008243821,0.0008111881,0.0005480197],"domain_scores_gemma":[0.997479,0.0005650295,0.0001918191,0.001093426,0.0004400824,0.0002305981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005750432,0.0001106024,0.8958097,0.0001213518,0.0008885466,0.001964265,0.0001292456,0.0000217823,0.00001397966,0.00003011921,0.002599827,0.09825306],"study_design_scores_gemma":[0.0007402375,0.00003238051,0.6425669,0.0002138066,0.0009402468,0.002052943,0.00006147102,0.0001990663,0.0001338191,0.00003338394,0.3527462,0.0002795606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923095,0.04307635,0.01112184,0.0009502984,0.007106895,0.003956228,0.00003261304,0.000301601,0.01035913],"genre_scores_gemma":[0.996323,0.000883313,0.0009061162,0.0001094334,0.001105816,0.0003173708,0.0001330804,0.00006126008,0.0001606355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3501463,"threshold_uncertainty_score":0.9999541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072934224484927,"score_gpt":0.3135723887035092,"score_spread":0.2928430464586599,"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."}}