{"id":"W2967792577","doi":"10.4300/jgme-d-18-01031","title":"The Rwanda Anesthesia Residency Program: A Model for GME in Low- and Middle-Income Countries","year":2019,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Global Health and Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Anesthesiology; Medical education; Residency training; Medicine; Graduate medical education; Faculty development; Work hours; Curriculum; Work (physics); Professional development; Psychology; Anesthesia; Accreditation; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002081236,0.00008478514,0.0002776583,0.0001056032,0.00006930503,0.00002707114,0.00008101769,0.000091056,0.00001123825],"category_scores_gemma":[0.001449269,0.00005010669,0.00006769344,0.0001283289,0.00008906885,0.00009894792,0.000007155529,0.0002920037,0.000004208212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003473,"about_ca_system_score_gemma":0.004571171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002823616,"about_ca_topic_score_gemma":0.00002501773,"domain_scores_codex":[0.9983822,0.00005242118,0.0005913123,0.00009705201,0.0006132461,0.0002638129],"domain_scores_gemma":[0.9985726,0.0003093089,0.0002374635,0.000112804,0.0003732085,0.0003945552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009683472,0.00349918,0.6851795,0.01239029,0.000167718,0.0002757423,0.007020033,0.00004429921,0.00001771873,0.01741494,0.04277106,0.2215361],"study_design_scores_gemma":[0.01048085,0.003722267,0.7715558,0.02332991,0.00023116,0.006140051,0.00281178,0.09900796,0.00005234194,0.04381005,0.03838146,0.0004764137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909555,0.001832249,0.00005103977,0.08757392,0.0003942968,0.0005254347,4.348262e-7,0.000006073575,0.00006150935],"genre_scores_gemma":[0.9943955,0.001726707,0.0008783078,0.002238977,0.0002436965,0.00003129214,0.000002935788,0.000009696442,0.0004728964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2210597,"threshold_uncertainty_score":0.8109061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02977088539824286,"score_gpt":0.3509535638535709,"score_spread":0.3211826784553281,"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."}}