{"id":"W2904840378","doi":"10.5539/hes.v9n1p68","title":"Minorities in Higher Education in the United States: Their Status and Disparities in Student and Faculty Representation in a Midwest Research I University","year":2018,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Higher education; Value (mathematics); Political science; Representation (politics); Cultural diversity; Psychology; Sociology; Public relations; Pedagogy; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002003062,0.0001679525,0.000258877,0.001275627,0.000583089,0.0001683867,0.0002571416,0.00008276117,0.00006061409],"category_scores_gemma":[0.0001981364,0.0001420355,0.00001646334,0.002824069,0.001749356,0.0004724812,0.0001780195,0.0003609208,0.000006613121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000904537,"about_ca_system_score_gemma":0.000818698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0926439,"about_ca_topic_score_gemma":0.1131824,"domain_scores_codex":[0.9961741,0.001889092,0.0003359752,0.0004460088,0.000582221,0.0005726155],"domain_scores_gemma":[0.9975665,0.00133097,0.00008161493,0.0002162162,0.0007186455,0.00008604497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000284373,0.0004888523,0.7671997,0.0000435028,0.00001472129,0.00000123231,0.1989422,0.000002383289,0.000002456891,0.02784595,0.004989385,0.0004411466],"study_design_scores_gemma":[0.0002332678,0.00002627815,0.5505301,0.00008298371,0.000002636686,1.054532e-7,0.3897693,5.915542e-7,0.000001499953,0.002503614,0.05676936,0.00008018922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627743,0.005610149,6.987865e-8,0.02684529,0.0005695478,0.0007354282,0.00001079654,0.00001622483,0.003438186],"genre_scores_gemma":[0.9742142,0.01149233,0.00004510405,0.0003301063,0.0002214882,0.0002284209,0.00004075195,0.000008833006,0.01341875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166696,"threshold_uncertainty_score":0.9133983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2270392116225613,"score_gpt":0.5166467160631244,"score_spread":0.2896075044405632,"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."}}