{"id":"W3127563447","doi":"10.1016/j.jtcvs.2021.02.002","title":"Commentary: Risky business","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Calculator; Wedge resection; Decision aids; MEDLINE; General surgery; Surgery; Resection; Alternative 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":[0.008804252,0.001795998,0.003304129,0.001527545,0.01403686,0.01295437,0.004865835,0.1937494,0.02056198],"category_scores_gemma":[0.06957857,0.00175791,0.002813628,0.001584106,0.006852281,0.006502328,0.004816194,0.1260309,0.01301963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160399,"about_ca_system_score_gemma":0.02125548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01705208,"about_ca_topic_score_gemma":0.02731202,"domain_scores_codex":[0.9909105,0.001826009,0.0009118209,0.001452588,0.002611115,0.002287979],"domain_scores_gemma":[0.9718936,0.01379472,0.001751424,0.0007835788,0.004095145,0.007681556],"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":[0.00002774814,0.00001406598,0.0002377728,0.00003308635,0.00001695518,0.0008829089,0.0001437183,0.00003721187,0.00004784164,0.001779374,0.9949247,0.001854632],"study_design_scores_gemma":[0.0001475808,0.00005165862,0.001174919,0.0008389588,0.00009558559,0.001385445,0.00121612,0.0004437508,0.0001954826,0.01181836,0.982506,0.0001261516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001615456,0.0005105914,0.00003116176,0.9716942,0.02543464,0.000009701527,0.0000317007,0.00001180809,0.002114551],"genre_scores_gemma":[0.00131542,0.0002987525,0.00003934144,0.9706089,0.02317537,0.00002406851,0.00001342172,0.00001351461,0.004511179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1937494,"threshold_uncertainty_score":0.08419317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292819183382744,"score_gpt":0.2670327316291928,"score_spread":0.2441045397953653,"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."}}