{"id":"W2998850936","doi":"10.1016/j.jtcvs.2019.12.093","title":"Commentary: One size doesn't always fit all","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"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":[0.008156203,0.001222834,0.002722045,0.00142122,0.009950905,0.00875688,0.00416127,0.1454339,0.01868331],"category_scores_gemma":[0.07986067,0.001484127,0.002138434,0.001589472,0.005513202,0.006470914,0.003837686,0.1033102,0.01335913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01104688,"about_ca_system_score_gemma":0.01908821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01486465,"about_ca_topic_score_gemma":0.02327625,"domain_scores_codex":[0.9902738,0.002445143,0.001283171,0.0013503,0.002649247,0.001998377],"domain_scores_gemma":[0.9559637,0.02404715,0.003248996,0.0008753202,0.007357016,0.008507844],"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":[0.00002994636,0.00001393436,0.0002974872,0.00004202472,0.00001621196,0.0007797995,0.0001546768,0.0000287481,0.00004419021,0.001409393,0.9953445,0.001839158],"study_design_scores_gemma":[0.0002690419,0.00008004238,0.001457611,0.001423371,0.0001334692,0.002406024,0.001835481,0.0006469095,0.0002157265,0.01395656,0.9773965,0.0001793334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000135144,0.0002786646,0.00002490136,0.9776697,0.02085633,0.000006168945,0.00003208525,0.000007903222,0.000989144],"genre_scores_gemma":[0.001270431,0.0002448426,0.0000555266,0.9645476,0.03129667,0.00002167128,0.00001457182,0.00001244254,0.00253621],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1454339,"threshold_uncertainty_score":0.08015102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04236813257724033,"score_gpt":0.2798147087944003,"score_spread":0.23744657621716,"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."}}