{"id":"W2742694441","doi":"10.1001/jamasurg.2017.0837","title":"Intraoperative Surgical Performance Measurement and Outcomes","year":2017,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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":[0.001479326,0.0003396746,0.0004066878,0.001850354,0.000444071,0.001118022,0.0004662665,0.0004149761,0.01163435],"category_scores_gemma":[0.01768575,0.0001928076,0.001087646,0.001962218,0.0002372927,0.001108513,0.0008438046,0.001413327,0.002635636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007437366,"about_ca_system_score_gemma":0.0008215913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003927775,"about_ca_topic_score_gemma":0.003570458,"domain_scores_codex":[0.9981714,0.0003910627,0.0003362765,0.0002060229,0.0006176671,0.0002774446],"domain_scores_gemma":[0.9862628,0.003866225,0.005921059,0.0005228284,0.002193904,0.001233226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001013677,0.0002501074,0.9366499,0.0001837533,0.0002621938,0.00006067777,0.0001399545,0.0005739442,0.00009124627,0.0003312799,0.01588079,0.04456258],"study_design_scores_gemma":[0.00004628513,0.0003971409,0.9938916,0.0001111188,0.0001222328,0.0002569135,0.0002052703,0.0009675077,0.000194868,0.0004017226,0.003368024,0.00003728693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.874217,0.004662023,0.00558894,0.003150298,0.0007149522,0.000273809,0.04590029,0.000715647,0.06477708],"genre_scores_gemma":[0.9781511,0.00116236,0.0017784,0.0002594967,0.000250773,0.0002833052,0.01335804,0.0001064516,0.004650127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01163435,"threshold_uncertainty_score":0.03892076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04484763227010271,"score_gpt":0.2850008750227673,"score_spread":0.2401532427526646,"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."}}