{"id":"W3128843209","doi":"10.1016/j.jtcvs.2021.01.074","title":"Knowledge, attitudes, and practice preferences in the surgical threshold for ascending aortic aneurysm among Canadian cardiac surgeons","year":2021,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Toronto General Hospital; University of Calgary; Institut Universitaire de Cardiologie et de Pneumologie de Québec; Libin Cardiovascular Institute of Alberta; University of Ottawa","funders":"","keywords":"Bicuspid aortic valve; Medicine; Aneurysm; Asymptomatic; Context (archaeology); Aortic valve; Aortic aneurysm; Cardiology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001849939,0.0002201229,0.0003213412,0.001754023,0.00312681,0.001938693,0.00102046,0.001188928,0.005075634],"category_scores_gemma":[0.01219777,0.0003686197,0.0007056583,0.002000362,0.001381891,0.0007366093,0.0009577711,0.001773578,0.0003105827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01000009,"about_ca_system_score_gemma":0.01811955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8621323,"about_ca_topic_score_gemma":0.9020513,"domain_scores_codex":[0.9978902,0.0002097117,0.0001559834,0.0001296323,0.000853401,0.0007611355],"domain_scores_gemma":[0.9903121,0.002132881,0.002163672,0.0001183924,0.002175414,0.003097527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000708364,0.0001796536,0.9868627,0.0000385294,0.00004070035,0.0001191228,0.007086043,0.00007572688,0.0001080824,0.0001154992,0.001158066,0.004145022],"study_design_scores_gemma":[0.00001093414,0.00006680864,0.9768667,0.00009618288,0.00002510658,0.0001507888,0.02113646,0.0002614816,0.00003960494,0.00008303209,0.001233276,0.00002969335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936162,0.0002975036,0.00002948082,0.001356565,0.00002615707,0.00002316866,0.0002810096,0.000002271299,0.004367654],"genre_scores_gemma":[0.9987139,0.0002045752,0.00006931815,0.0003772778,0.00001469525,0.000009018922,0.0001391737,0.000002087933,0.0004699771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378677,"threshold_uncertainty_score":0.2773592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04913880416110253,"score_gpt":0.3328626890065223,"score_spread":0.2837238848454198,"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."}}