{"id":"W4312118661","doi":"10.1016/j.athoracsur.2022.12.021","title":"High Stakes Surgery Demands Perfect Results","year":2022,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Coronary Artery Anomalies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Coronary arteries; Computed tomographic angiography; Annals; Radiology; Coronary angiography; Artery; Angiography; Cardiology; Surgery; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006090247,0.0006401439,0.002162639,0.000819233,0.0003119781,0.00004307608,0.000467213,0.0004785456,0.002849394],"category_scores_gemma":[0.001761038,0.0004720423,0.00163791,0.0006691211,0.0003903663,0.0001859625,0.0002891894,0.0021652,0.00009059282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005008686,"about_ca_system_score_gemma":0.0005632324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000158246,"about_ca_topic_score_gemma":0.000004709309,"domain_scores_codex":[0.9939237,0.001583685,0.001529353,0.0007339618,0.001346912,0.0008823524],"domain_scores_gemma":[0.9817596,0.01460857,0.001125953,0.002101556,0.0002862251,0.0001180857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00380692,0.0001094704,0.002152602,0.001005298,0.0005953936,0.002480331,0.0002156268,0.000006487131,0.00003400933,0.000003533546,0.9734234,0.01616693],"study_design_scores_gemma":[0.00007118197,0.0002072077,0.005612748,0.0008553835,0.0003897273,0.0005431965,0.0001281941,0.000005684067,0.002251939,0.0002058683,0.9892057,0.000523129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.309224,0.003244457,0.000001483831,0.683265,0.001730857,0.0003806815,0.0005281487,0.0001564468,0.001468946],"genre_scores_gemma":[0.3520239,0.003425329,0.00002799568,0.6081311,0.007727571,0.0001744721,0.004066058,0.0002650384,0.02415866],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07513394,"threshold_uncertainty_score":0.9997731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589628231276001,"score_gpt":0.3583486463927779,"score_spread":0.1993858232651778,"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."}}