{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002082643,0.000238305,0.000723106,0.0001644602,0.00005836875,0.00002194339,0.0001006668,0.0001763894,0.00005094408],"category_scores_gemma":[0.0003491335,0.0002051984,0.00009540083,0.00048557,0.00009744257,0.0003133587,0.00001212084,0.0002087413,0.00004698254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003738275,"about_ca_system_score_gemma":0.0004925377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001135961,"about_ca_topic_score_gemma":0.00001951493,"domain_scores_codex":[0.9976785,0.0003758156,0.0005085042,0.0004167642,0.0004570221,0.0005634164],"domain_scores_gemma":[0.9976655,0.0009180783,0.0002473822,0.000436898,0.0003654471,0.0003666437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01356325,0.002185859,0.8550239,0.003748561,0.0007000837,0.008253787,0.0161992,0.000212952,0.001156979,0.02541768,0.02460955,0.04892823],"study_design_scores_gemma":[0.002055923,0.00133577,0.9207278,0.0004423626,0.0002844221,0.01521573,0.002556716,0.005020171,0.00006145496,0.0006289125,0.05112154,0.0005491663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821083,0.003105162,0.00006581361,0.007648235,0.00001680707,0.0006403004,0.000001230539,0.00007091983,0.006343218],"genre_scores_gemma":[0.9939898,0.0002404854,0.001427205,0.003656703,0.00003069679,0.00001417709,0.00002225851,0.00003689034,0.0005817357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06570397,"threshold_uncertainty_score":0.8367748,"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."}}