{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004230187,0.0008084024,0.001178613,0.0008820703,0.009061462,0.007524737,0.001856711,0.1126862,0.01096497],"category_scores_gemma":[0.02965526,0.0008632606,0.001191001,0.0008071031,0.006967839,0.00393744,0.003298904,0.07866313,0.006153202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005702121,"about_ca_system_score_gemma":0.009648664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005738185,"about_ca_topic_score_gemma":0.01859288,"domain_scores_codex":[0.9949851,0.0009691959,0.0004810723,0.0005074841,0.001817235,0.001239895],"domain_scores_gemma":[0.9845362,0.007201944,0.000966717,0.0005334194,0.001527214,0.00523454],"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":[0.00003000782,0.00005239675,0.001506309,0.00003759953,0.00002298062,0.00856461,0.0002563265,0.000113179,0.0002581489,0.01579212,0.9665321,0.006834352],"study_design_scores_gemma":[0.0001076299,0.00009694333,0.003117573,0.0004637552,0.00004346545,0.01296823,0.001309888,0.0006979727,0.000219497,0.04241875,0.9384448,0.0001115443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005067054,0.0006884233,0.00005668421,0.9810318,0.009722593,0.000004371671,0.000009867924,0.000009915072,0.007969595],"genre_scores_gemma":[0.00844283,0.0009393604,0.0001479293,0.9368849,0.04169477,0.00001600465,0.00001449692,0.00001963772,0.01184007],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1126862,"threshold_uncertainty_score":0.041372,"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."}}