{"id":"W2891523898","doi":"10.1016/j.athoracsur.2018.06.029","title":"Invited Commentary","year":2018,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Libin Cardiovascular Institute of Alberta; Foothills Medical 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":[0.006845172,0.001314871,0.002487147,0.00148019,0.00955609,0.01088534,0.003790978,0.1001664,0.02375997],"category_scores_gemma":[0.07869872,0.001150517,0.002071281,0.001138897,0.005018799,0.005249834,0.004946554,0.06507595,0.01469793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004208,"about_ca_system_score_gemma":0.01523616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158882,"about_ca_topic_score_gemma":0.01807328,"domain_scores_codex":[0.9891755,0.002501239,0.0009021643,0.001464202,0.003603561,0.002353287],"domain_scores_gemma":[0.9731829,0.01201611,0.002220339,0.0007145871,0.005663082,0.006203043],"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":[0.000009770735,0.000005692506,0.0001495877,0.00002714339,0.000006299755,0.0003806153,0.0001006555,0.00001296123,0.00001727071,0.0009925483,0.9965449,0.001752552],"study_design_scores_gemma":[0.00005559734,0.00001788743,0.0005090442,0.0004537396,0.00003079021,0.0006806009,0.0006370592,0.000109201,0.00007682537,0.00491485,0.9924673,0.00004686411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001212387,0.0009550929,0.00002800284,0.9526056,0.04281168,0.000009885461,0.00003963789,0.00001526797,0.003413544],"genre_scores_gemma":[0.001127359,0.0004899366,0.00003229261,0.9561283,0.03410135,0.00002883887,0.0000205588,0.00001716473,0.008054186],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1001664,"threshold_uncertainty_score":0.079485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1462338340315361,"score_gpt":0.3924988347385975,"score_spread":0.2462650007070614,"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."}}