{"id":"W4205843780","doi":"10.1016/s2468-1253(21)00461-1","title":"Academic diversity programmes for non-US international medical graduates","year":2022,"lang":"en","type":"article","venue":"The Lancet. Gastroenterology & hepatology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immigration; Diversity (politics); Quarter (Canadian coin); Ethnic group; Cultural diversity; Medical school; Health equity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009603777,0.0005437179,0.0004344638,0.001515284,0.005983171,0.004914172,0.002082162,0.006158079,0.05509589],"category_scores_gemma":[0.02054596,0.0005058566,0.000962971,0.001190333,0.002106535,0.003378648,0.01842379,0.005650459,0.004749866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004870608,"about_ca_system_score_gemma":0.04012442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006479595,"about_ca_topic_score_gemma":0.01989971,"domain_scores_codex":[0.9943136,0.001331287,0.0001132578,0.000218376,0.0006290664,0.003394436],"domain_scores_gemma":[0.9004459,0.004663065,0.002323865,0.0009500934,0.003025533,0.08859156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008907404,0.003825412,0.08242788,0.002057636,0.0001059306,0.0008920454,0.007672478,0.0003728625,0.002856078,0.01592238,0.5197904,0.3631862],"study_design_scores_gemma":[0.001905336,0.003837949,0.3912129,0.004948879,0.00009393359,0.001233852,0.04296276,0.0005797278,0.001187129,0.02256837,0.5293298,0.0001393336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.161769,0.01668832,0.0008328137,0.7117054,0.02187485,0.0005344949,0.0008471194,0.0001866954,0.08556125],"genre_scores_gemma":[0.7363355,0.009599289,0.002438275,0.1670525,0.01558978,0.001062905,0.001002601,0.00009097029,0.06682807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05509589,"threshold_uncertainty_score":0.1843141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05528142943932719,"score_gpt":0.4041321779394749,"score_spread":0.3488507485001477,"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."}}