{"id":"W4281740544","doi":"10.1308/rcsbull.2022.83","title":"Cultural challenges facing UK surgeons providing education in low and middle income countries","year":2022,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Cultural Competency in Health Care","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre","funders":"","keywords":"Low and middle income countries; Work (physics); Relevance (law); Medicine; Developing country; Political science; Economic growth; Medical education; Public relations; Economics; Law; Engineering","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":[0.001620736,0.0001255664,0.0003793254,0.0001155179,0.0005367599,0.000008929263,0.0003548124,0.00006427016,0.0003491287],"category_scores_gemma":[0.0009023734,0.0001022041,0.00009655122,0.0002576998,0.0003333233,0.00003124313,0.0002465443,0.0002226558,5.847582e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001417963,"about_ca_system_score_gemma":0.0006169928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02215284,"about_ca_topic_score_gemma":0.01216071,"domain_scores_codex":[0.9979075,0.0005740912,0.0005108431,0.0001999788,0.0005346932,0.0002728985],"domain_scores_gemma":[0.9982111,0.0008476484,0.0003841666,0.0002023729,0.0002876617,0.00006701209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005896972,0.0004573963,0.8722457,0.003960832,0.0000913512,0.000009482384,0.06621248,0.00137647,0.00006880859,0.04349281,0.01028531,0.001209622],"study_design_scores_gemma":[0.002332104,0.0003838372,0.3073719,0.003580451,0.00008074931,0.00001501771,0.1795805,0.0001039686,0.0006878158,0.001231847,0.503885,0.000746886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816676,0.003636565,5.085463e-8,0.007513456,0.0007028041,0.0005507782,0.0002204117,0.00001223429,0.005696077],"genre_scores_gemma":[0.9975775,0.0004390347,0.00005770622,0.00002645209,0.00004500013,0.00004624524,0.000003726986,0.000008120715,0.001796223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5648739,"threshold_uncertainty_score":0.9843587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220102734200581,"score_gpt":0.2688368490991798,"score_spread":0.2468265756791217,"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."}}