{"id":"W4392186671","doi":"10.1007/s12630-024-02708-2","title":"A survey of Canadian specialist anesthesiologists and family practice anesthetists: rural operating room use, a mixed model of care, and mentoring","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Interior Health; Victoria Hospital; Hamilton General Hospital","funders":"Canadian Anesthesiologists' Society","keywords":"Demographics; Medicine; American society of anesthesiologists; Family medicine; Rural area; Nursing; Anesthesia; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001242064,0.0002298479,0.0002582057,0.0008803726,0.002599377,0.0011928,0.001248691,0.001080466,0.002823383],"category_scores_gemma":[0.004107352,0.0004483447,0.0004025532,0.002754704,0.001010478,0.0005760069,0.0009747721,0.001237319,0.0002599591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01067291,"about_ca_system_score_gemma":0.02149715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9535512,"about_ca_topic_score_gemma":0.9778042,"domain_scores_codex":[0.9979987,0.0002176489,0.0001315457,0.0001344435,0.0008461542,0.0006715735],"domain_scores_gemma":[0.9948792,0.0004271874,0.001257026,0.00007098068,0.001405548,0.001959998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000489835,0.0001487155,0.9855329,0.00005511471,0.00003262055,0.0001404949,0.007237562,0.0000328331,0.0002115884,0.00006504315,0.002095339,0.004398763],"study_design_scores_gemma":[0.000005765579,0.0000469504,0.983278,0.00002899819,0.00000715361,0.00006486796,0.01550126,0.0000486938,0.00001579367,0.000008293167,0.0009843592,0.000009848604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996003,0.0002731147,0.00002759461,0.001000761,0.00001506375,0.00004961921,0.000546143,0.000002588532,0.002082116],"genre_scores_gemma":[0.9975559,0.0005624127,0.00008738138,0.0008076199,0.00001083719,0.00002713027,0.0002739319,0.000003122317,0.0006717168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04644883,"threshold_uncertainty_score":0.09344471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05412959733502471,"score_gpt":0.3355276553014478,"score_spread":0.2813980579664231,"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."}}