{"id":"W4386366664","doi":"10.3102/ip.23.2010026","title":"Identifying Factors Influencing Program Selection in Health Sciences by Underrepresented Minority Students: Scoping Review","year":2023,"lang":"en","type":"article","venue":"","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Selection (genetic algorithm); Underrepresented Minority; Computer science; Medical education; Data science; Mathematics education; Psychology; Medicine; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0317044,0.0006511143,0.00292892,0.007903147,0.001214833,0.005906912,0.00202019,0.002782179,0.002777928],"category_scores_gemma":[0.1566868,0.0008389557,0.0046111,0.01114212,0.001464182,0.002947467,0.002813066,0.002006022,0.0002974399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003653797,"about_ca_system_score_gemma":0.02468986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03357193,"about_ca_topic_score_gemma":0.0722082,"domain_scores_codex":[0.9828174,0.005437632,0.005855328,0.001698983,0.003244593,0.0009460711],"domain_scores_gemma":[0.8401584,0.1244198,0.02044245,0.001758569,0.01118291,0.00203792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007648452,0.0005443312,0.2541657,0.2809574,0.02161279,0.0001858343,0.004225621,0.0003910853,0.0002273991,0.001609706,0.008309471,0.4270059],"study_design_scores_gemma":[0.0001975788,0.0004052734,0.1846766,0.7238278,0.04683169,0.0003160349,0.007672625,0.0003169311,0.0004344656,0.00100813,0.03421439,0.00009844796],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02942975,0.9632747,0.000345767,0.003771906,0.0004045497,0.0003391913,0.0005876175,0.000008535608,0.001837939],"genre_scores_gemma":[0.1521563,0.8413131,0.001547326,0.003121158,0.0003976611,0.0005163318,0.0006831139,0.00001429438,0.0002507711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03357193,"threshold_uncertainty_score":0.1676709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.162382137304096,"score_gpt":0.5406444029717787,"score_spread":0.3782622656676827,"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."}}