{"id":"W4317951962","doi":"10.1001/jamasurg.2022.7240","title":"Anesthesiologists Are Integral to Value-Based Surgical Care Reform","year":2023,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; St. Paul's Hospital; University of British Columbia; Providence Health Care","funders":"","keywords":"Medicine; Value (mathematics); MEDLINE; Intensive care 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":[0.008165666,0.0002466292,0.0003696698,0.0005985664,0.007115784,0.007521761,0.00089897,0.01867876,0.01647625],"category_scores_gemma":[0.06468314,0.0003863791,0.0005482506,0.0008960057,0.009637689,0.007795644,0.004624524,0.02744258,0.004295418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005374424,"about_ca_system_score_gemma":0.01610767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003593377,"about_ca_topic_score_gemma":0.01105184,"domain_scores_codex":[0.9919961,0.002553387,0.0005739335,0.0004197848,0.003036218,0.001420597],"domain_scores_gemma":[0.9605516,0.01912051,0.003391008,0.001775893,0.004226713,0.01093426],"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":[0.00002115219,0.00008300102,0.003223742,0.00008175131,0.0000159601,0.00124014,0.001339176,0.0001762231,0.0001261179,0.04445933,0.9126667,0.03656672],"study_design_scores_gemma":[0.00006307701,0.00006625435,0.006445518,0.000865703,0.00002482913,0.003922,0.003923023,0.0005080522,0.0002242226,0.130582,0.8533263,0.00004903222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008179919,0.0004451929,0.00009239267,0.9887637,0.001503464,0.000002466442,0.000003465824,0.000006122576,0.008365175],"genre_scores_gemma":[0.08865516,0.00423793,0.0008391115,0.865409,0.02770146,0.00003736403,0.00002180805,0.00003484657,0.01306331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01867876,"threshold_uncertainty_score":0.0551185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687052699025081,"score_gpt":0.2869332443836727,"score_spread":0.250062717393422,"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."}}