{"id":"W3174016070","doi":"10.32674/jis.v11is1.3842","title":"Diversity without Race","year":2021,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Lehigh University; Northwestern University","keywords":"Racism; Racialization; Diversity (politics); Sociology; Cultural diversity; Race (biology); Injustice; Higher education; Gender studies; Ethnic group; Institutional racism; Political science; Law; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002993964,0.00003219668,0.00006690837,0.00002759028,0.0003462941,0.00007558456,0.0003918288,0.0000235622,0.0006146531],"category_scores_gemma":[0.0005964013,0.00002739774,0.00006842463,0.00006898207,0.0000331132,0.0002117257,0.0002189507,0.00007589319,0.0000261785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808548,"about_ca_system_score_gemma":0.00009809875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003106336,"about_ca_topic_score_gemma":0.0002798037,"domain_scores_codex":[0.9987838,0.00005985785,0.0001404509,0.00004726024,0.0009003293,0.0000682615],"domain_scores_gemma":[0.9984363,0.00002328592,0.0001541854,0.00002868149,0.001271275,0.00008631539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002329741,0.0003601202,0.9089777,0.000001084416,0.000173722,0.00005786328,0.06186658,0.00001266677,0.0001706492,0.003294801,0.02437428,0.0006871977],"study_design_scores_gemma":[0.0004862082,0.000007927356,0.4356749,0.00002071082,0.0000151773,0.00002001189,0.01367493,0.000001170489,0.0001032228,0.0001389355,0.5498107,0.00004606917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706967,0.000088625,0.00002140318,0.007349655,0.003520351,0.00002150827,0.000001409558,0.000004201192,0.01829609],"genre_scores_gemma":[0.988676,0.0003232615,0.0003379156,0.0006839616,0.0003892032,1.773569e-7,8.477263e-7,0.000001236722,0.00958743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5254365,"threshold_uncertainty_score":0.6730021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146210361419521,"score_gpt":0.4121347691285366,"score_spread":0.3806726655143414,"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."}}