{"id":"W3015781439","doi":"10.1016/j.jtcvs.2020.03.139","title":"Commentary: Can simulation training improve patient outcomes?","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Specialty; Apprenticeship; Esophagectomy; Medicine; Anastomosis; Cardiothoracic surgery; Reading (process); Surgery; General surgery; Medical education; Esophageal cancer; Cancer; Family medicine; Internal medicine","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":[0.007942257,0.001167601,0.001976309,0.000922696,0.007776598,0.005396261,0.003882696,0.124167,0.02151191],"category_scores_gemma":[0.09909338,0.001082075,0.001912617,0.001168636,0.003912751,0.0046106,0.003495014,0.06057599,0.0148842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00951146,"about_ca_system_score_gemma":0.01922228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321476,"about_ca_topic_score_gemma":0.02090456,"domain_scores_codex":[0.9915516,0.002969711,0.001177148,0.000870751,0.002097313,0.001333507],"domain_scores_gemma":[0.9465347,0.03367928,0.002609298,0.0008331057,0.007911104,0.00843245],"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":[0.00003499828,0.00001926135,0.000233746,0.00005269294,0.0000109964,0.0004329158,0.00007691993,0.00005933699,0.00002410421,0.0008387856,0.9952642,0.00295211],"study_design_scores_gemma":[0.000402949,0.0001172188,0.001108622,0.001605178,0.0001039724,0.00129688,0.0008127174,0.0009184455,0.0002111518,0.01229413,0.9810264,0.0001024302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001224805,0.0002589396,0.00002251199,0.9799041,0.01846196,0.000007252001,0.00003530514,0.00001078718,0.00117672],"genre_scores_gemma":[0.002325765,0.0005079819,0.0001029114,0.9509084,0.04319146,0.0000537358,0.00003457737,0.00001367882,0.002861448],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.124167,"threshold_uncertainty_score":0.0719645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04645444371075287,"score_gpt":0.3216487497979267,"score_spread":0.2751943060871738,"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."}}