{"id":"W1910388987","doi":"10.3171/2012.7.jns111622","title":"Measuring surgical outcomes in neurosurgery: implementation, analysis, and auditing a prospective series of more than 5000 procedures","year":2012,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neurosurgery; Audit; Psychological intervention; Ambulatory; Prospective cohort study; Quarter (Canadian coin); Emergency medicine; Medical record; Medical emergency; Surgery; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009794596,0.0001587676,0.0008145115,0.0008775834,0.00005895841,0.00002481319,0.00004134967,0.00004953356,0.00005808911],"category_scores_gemma":[0.0008386634,0.0001210769,0.0003165032,0.0009832423,0.00007597815,0.000436557,0.00002911556,0.0002560366,3.346755e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004090962,"about_ca_system_score_gemma":0.00009893701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001171952,"about_ca_topic_score_gemma":0.00001248299,"domain_scores_codex":[0.9979254,0.0001243016,0.001005999,0.0001442537,0.0005077228,0.0002923471],"domain_scores_gemma":[0.9981417,0.000665008,0.0006783542,0.00009572411,0.0002068134,0.000212419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003902917,0.0001794498,0.9963689,0.00006016745,0.0002309782,0.000202823,0.0007350558,0.00007070164,0.0006137169,0.00003834911,0.0000124183,0.001097148],"study_design_scores_gemma":[0.001569906,0.00009041782,0.9949085,0.00007857093,0.0002569749,0.0004826573,0.0006297047,0.00003076638,0.001627599,0.00002236442,0.0002065226,0.00009607337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984854,0.0002125882,0.00001184569,0.0008607244,0.0001735872,0.0001369198,0.00000482135,0.0000131577,0.000100996],"genre_scores_gemma":[0.9995022,0.0001047232,0.00006892127,0.0001272839,0.0001457249,0.000003913104,0.000002734575,0.00001729386,0.00002720045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001460457,"threshold_uncertainty_score":0.4937374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394741174033235,"score_gpt":0.3308384051594138,"score_spread":0.2868909934190815,"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."}}