{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00214866,0.00008724471,0.0003051196,0.0008249281,0.0009873676,0.001662036,0.0005153914,0.000422552,0.001771471],"category_scores_gemma":[0.008230056,0.00006202103,0.0001915312,0.0007715748,0.0004391659,0.001323023,0.001352576,0.0005635102,0.000300836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005376524,"about_ca_system_score_gemma":0.001449518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009156111,"about_ca_topic_score_gemma":0.01847867,"domain_scores_codex":[0.9991075,0.0002452366,0.00005357898,0.000116887,0.0002583258,0.0002184325],"domain_scores_gemma":[0.9967806,0.0006331156,0.000983969,0.0001183146,0.0005235595,0.0009604268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008018105,0.0002982311,0.8525265,0.0001313072,0.00003751132,0.0002945353,0.01298806,0.00005462358,0.0008914178,0.0008743634,0.001308256,0.1305151],"study_design_scores_gemma":[0.000009179899,0.0004885602,0.9460511,0.0003944997,0.00006610486,0.000509194,0.04160704,0.0004174793,0.0009885511,0.001305042,0.008137655,0.00002569724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954319,0.001194862,0.00009571393,0.00134677,0.00002912456,0.00000624422,0.00004170556,0.000002617249,0.00185112],"genre_scores_gemma":[0.9982625,0.0007741045,0.00006855645,0.000280806,0.00003098193,0.000003755152,0.00004942143,0.000001605724,0.0005284271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009156111,"threshold_uncertainty_score":0.01820564,"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."}}