{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001239216,0.0001795184,0.0008881259,0.00007207329,0.0003091065,0.0001550292,0.00006997213,0.0001115009,0.0001148007],"category_scores_gemma":[0.001058554,0.0001212019,0.0003411395,0.0000340649,0.0001837503,0.0002464551,0.00005466175,0.0001894298,0.00004980458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000493439,"about_ca_system_score_gemma":0.0000971994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003736448,"about_ca_topic_score_gemma":0.00000331089,"domain_scores_codex":[0.9985771,0.00006731546,0.0002776879,0.0002523052,0.0005466212,0.0002790175],"domain_scores_gemma":[0.9984424,0.000630848,0.00009274278,0.0004649716,0.0001435303,0.0002255726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001805257,0.00005064195,0.9571519,0.00005124996,0.000110003,0.0005497942,0.00006950514,1.871479e-7,0.0000335996,0.0004034261,0.0009443788,0.04045472],"study_design_scores_gemma":[0.0008027666,0.00002996963,0.8785692,0.00008355605,0.00005410416,0.0002659457,0.00002731147,0.00002611086,0.0004263006,0.000004086005,0.1195694,0.0001412244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628276,0.0003849627,0.000003214626,0.009163383,0.0002749118,0.0001658843,0.00000174635,0.00004509241,0.02713317],"genre_scores_gemma":[0.9960977,0.0005694406,0.00005371485,0.0005977683,0.0002303002,0.00001864159,0.00000364455,0.00001585695,0.002412886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1186251,"threshold_uncertainty_score":0.4942471,"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."}}