{"id":"W4400358720","doi":"10.29173/spectrum228","title":"Retention of Underrepresented Minority Undergraduates in STEM","year":2024,"lang":"en","type":"article","venue":"Spectrum","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social cognitive theory; Affect (linguistics); Workforce; Diversity (politics); Psychology; Underrepresented Minority; Cognition; Social psychology; Medical education; Medicine; Sociology; Political science","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":[0.0002851844,0.00003782531,0.00006623218,0.0001044416,0.00005964163,0.0000346946,0.00008596914,0.00003766392,0.0001289763],"category_scores_gemma":[0.00001516108,0.00003942424,0.00004268687,0.0004120906,0.00007460349,0.0001230912,0.00003618607,0.00005902505,0.00003350481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131397,"about_ca_system_score_gemma":0.0001093617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006174355,"about_ca_topic_score_gemma":0.01820322,"domain_scores_codex":[0.9993962,0.00004978181,0.00008728769,0.0001245264,0.0002090303,0.0001331846],"domain_scores_gemma":[0.9998412,0.00004411284,0.00001558418,0.00005816864,0.00001255705,0.00002833837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002229864,0.00005092416,0.5687534,0.0000807501,0.0000363224,0.00004595101,0.008977653,0.000003004742,0.0002224622,0.4117088,0.006143992,0.003954493],"study_design_scores_gemma":[0.0005170919,0.00005004118,0.6965725,0.0001812314,0.00004061231,0.000001355188,0.02534604,0.0003121756,0.003441732,0.2522121,0.02096378,0.0003612746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7999394,0.0003311317,0.0000816345,0.005473219,0.0006615848,0.0001212985,0.000004138094,0.00009177921,0.1932958],"genre_scores_gemma":[0.9950113,0.00006503042,0.00002336296,0.000005853315,0.00004476275,7.424402e-7,0.000003172247,0.000001736707,0.004844069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1950719,"threshold_uncertainty_score":0.999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04606224061722412,"score_gpt":0.2911222558738044,"score_spread":0.2450600152565802,"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."}}