{"id":"W2959379531","doi":"10.1213/ane.0000000000004302","title":"Anesthesia Provider Training and Practice Models: A Survey of Africa","year":2019,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Global Health and Surgery","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"Association of Anaesthetists; Hellman Family Foundation; Vanderbilt University","keywords":"Workforce; Subspecialty; Medicine; Phone; License; Developing country; Graduation (instrument); Nursing; Training (meteorology); Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009594621,0.0001940521,0.000179883,0.0008752221,0.0004306583,0.0004595336,0.000351013,0.0002856372,0.001663688],"category_scores_gemma":[0.004239479,0.0003241014,0.0001835594,0.001531218,0.0003827587,0.0009835758,0.0007569264,0.0003939384,0.000229114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007164195,"about_ca_system_score_gemma":0.0009633927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410671,"about_ca_topic_score_gemma":0.01436882,"domain_scores_codex":[0.99922,0.0002685838,0.00009609659,0.0000916537,0.0001396667,0.0001839444],"domain_scores_gemma":[0.9977663,0.0004352782,0.001171791,0.00006069287,0.0002565477,0.000309352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002394521,0.00003835977,0.9906537,0.00007185313,0.00001157402,0.0001205228,0.003831853,0.00003927544,0.0002255172,0.00006644124,0.000461988,0.004455077],"study_design_scores_gemma":[0.000005410708,0.00006808391,0.9901195,0.0001189905,0.000005249542,0.0003449405,0.007839581,0.0001477887,0.00005205494,0.00002158773,0.001272007,0.000004900032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984086,0.0002802013,0.00005361247,0.0002141284,0.000003444264,0.00002726078,0.0005239397,0.000001319586,0.0004875509],"genre_scores_gemma":[0.9989975,0.0005114453,0.00009965205,0.00009207355,0.000003066125,0.00003174932,0.0001759987,0.00000137559,0.00008702298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01410671,"threshold_uncertainty_score":0.02804923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662769493448977,"score_gpt":0.3045837194707178,"score_spread":0.2383067701258201,"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."}}