{"id":"W4303427376","doi":"10.1097/acm.0000000000005010","title":"Diversity in MD–PhD Programs and Factors Affecting Admission and Completion Among Minoritized Groups: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"PsycINFO; Diversity (politics); CINAHL; Ethnic group; Inclusion (mineral); Mentorship; Population; Medical education; MEDLINE; Psychology; Disadvantage; Underrepresented Minority; Health equity; Medicine; Gerontology; Family medicine; Nursing; Sociology; Political science; Public health; Social psychology; Psychological intervention","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02100114,0.0009557569,0.003940811,0.01707678,0.001890795,0.006192424,0.00222227,0.002838698,0.002511165],"category_scores_gemma":[0.1274431,0.001242477,0.004706158,0.02193116,0.001714345,0.004476469,0.002992781,0.001714834,0.0003003674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005633152,"about_ca_system_score_gemma":0.02434046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01807984,"about_ca_topic_score_gemma":0.03221611,"domain_scores_codex":[0.9834099,0.004882871,0.006693129,0.001142767,0.003311971,0.0005592898],"domain_scores_gemma":[0.8751653,0.09896816,0.01500392,0.001177256,0.008594978,0.001090327],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002158591,0.0001333346,0.01903596,0.7410682,0.005653026,0.0003051369,0.005043871,0.0002217401,0.0001447185,0.001271176,0.005456768,0.2214502],"study_design_scores_gemma":[0.00003626572,0.0001003307,0.01721821,0.9519558,0.007351693,0.0003416682,0.003483047,0.00007004021,0.0001043099,0.0003638191,0.01894183,0.00003306008],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005862628,0.9905346,0.0002096188,0.001047223,0.0002261286,0.0004815646,0.0002916656,0.000006216528,0.001340451],"genre_scores_gemma":[0.030072,0.9672052,0.0006930814,0.0005689965,0.0001341359,0.0008728532,0.0003071866,0.000005310488,0.0001413418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9789988,"threshold_uncertainty_score":0.111066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2808825308343415,"score_gpt":0.4247842771578632,"score_spread":0.1439017463235217,"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."}}