{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01844157,0.0004757096,0.0003522688,0.004351872,0.0008902114,0.001269939,0.0009159453,0.0005110698,0.0003879842],"category_scores_gemma":[0.04908791,0.0008106827,0.0004813971,0.004814315,0.001069409,0.001253276,0.001910124,0.0009309466,0.0003317186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132735,"about_ca_system_score_gemma":0.003821057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008926836,"about_ca_topic_score_gemma":0.01307194,"domain_scores_codex":[0.9826538,0.007005895,0.004234892,0.001379264,0.004166551,0.0005595855],"domain_scores_gemma":[0.9068147,0.02080812,0.04641615,0.008815154,0.01450477,0.0026411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003180734,0.00009291712,0.9927143,0.00003608804,0.00002229809,0.00002224834,0.000200652,0.000065903,0.00009126535,0.000013022,0.0001553055,0.006554126],"study_design_scores_gemma":[0.000007316383,0.0002144626,0.9987193,0.00003100043,0.00001509391,0.00008049215,0.0002942265,0.0002451373,0.0001792883,0.0000123589,0.0001946765,0.000006664483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956627,0.0004791349,0.00129853,0.0001470913,0.00001773876,0.000441843,0.001208166,0.00003872907,0.0007060466],"genre_scores_gemma":[0.9912831,0.0007299255,0.005357713,0.0001059856,0.0000318222,0.0003896119,0.001974994,0.00001335062,0.0001135328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01844157,"threshold_uncertainty_score":0.09752953,"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."}}