{"id":"W2921195152","doi":"10.1093/icvts/ivz047","title":"How do surgeons decide? Conduit choice in coronary artery bypass graft surgery in the UK","year":2019,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mammary artery; Anastomosis; Bypass grafting; Artery; Revascularization; Coronary artery bypass surgery; Surgery; Cardiology; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00436571,0.0001863988,0.000239529,0.0007504688,0.001162866,0.002345234,0.0004760158,0.001270359,0.005431493],"category_scores_gemma":[0.03224784,0.0002919195,0.0002647119,0.0008886034,0.001703159,0.001012319,0.001185494,0.001250417,0.0004033918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004582434,"about_ca_system_score_gemma":0.006110053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03541687,"about_ca_topic_score_gemma":0.05468393,"domain_scores_codex":[0.9937578,0.003176592,0.0008097563,0.000349304,0.001166019,0.0007405199],"domain_scores_gemma":[0.9763207,0.01059294,0.0051567,0.0001781203,0.001870245,0.005881296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001209142,0.0003114454,0.679297,0.002359319,0.0001267256,0.00618572,0.05419835,0.0009522061,0.001588525,0.002106461,0.04152564,0.2101395],"study_design_scores_gemma":[0.0002440447,0.001384074,0.8011696,0.004818806,0.00008631091,0.008213639,0.1264138,0.001751964,0.0006923114,0.003493408,0.05150135,0.0002307915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420013,0.009257633,0.0002664642,0.0395137,0.0002889583,0.00005375013,0.0001684703,0.000009522687,0.008440207],"genre_scores_gemma":[0.9925202,0.003969586,0.000274241,0.002272516,0.0000793673,0.00001648642,0.00005800437,0.000004774575,0.0008048437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03541687,"threshold_uncertainty_score":0.07042146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291794532338094,"score_gpt":0.2785706223305247,"score_spread":0.2556526770071437,"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."}}