{"id":"W4399981160","doi":"10.1097/ana.0000000000000978","title":"The Impact of Neuroanesthesia Fellowship Training and Anesthesiologist-Surgeon Dyad Volume on Patient Outcomes in Adult Spine Surgery: A Population-Based Study","year":2024,"lang":"en","type":"article","venue":"Journal of Neurosurgical Anesthesiology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; American society of anesthesiologists; Logistic regression; Anesthesiology; Odds ratio; Retrospective cohort study; Emergency medicine; Comorbidity; Odds; Population; General surgery; Physical therapy; Surgery; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187181,0.0003103411,0.001250363,0.0004605673,0.00009038164,0.00004447138,0.0001233092,0.0001567066,0.00003931475],"category_scores_gemma":[0.001694682,0.0001597029,0.0005784759,0.0004697771,0.0001557373,0.00007168094,0.00001638364,0.0006247637,0.000003141714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006117475,"about_ca_system_score_gemma":0.0001846103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006516711,"about_ca_topic_score_gemma":0.000006785835,"domain_scores_codex":[0.9965776,0.0008686416,0.001404695,0.0003375663,0.0004274849,0.0003839928],"domain_scores_gemma":[0.9935507,0.005387723,0.0004491463,0.0002273435,0.0001581245,0.0002270071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001757856,0.0006835342,0.9604701,0.00002439679,0.00006039524,0.006091627,0.0002003324,0.002451466,0.00002635434,0.00008513385,0.00001240425,0.02813641],"study_design_scores_gemma":[0.001615968,0.007343707,0.9843804,0.0001724939,0.00005252235,0.001057062,0.000156355,0.004447814,0.000006118486,0.00008235228,0.0005474351,0.000137739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972072,0.0001894791,0.000001566578,0.002036806,0.0001520978,0.0003470707,0.000001387892,0.00003292617,0.00003143249],"genre_scores_gemma":[0.9993226,0.00004638758,0.00001666509,0.000486054,0.00005813552,0.000008783269,0.000004162584,0.00003227646,0.00002494525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02799867,"threshold_uncertainty_score":0.6512496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04163415031273805,"score_gpt":0.3203381221303676,"score_spread":0.2787039718176296,"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."}}