{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002854147,0.0002973033,0.0004556068,0.001052795,0.01649094,0.008207686,0.0006833597,0.001173233,0.007000484],"category_scores_gemma":[0.006541158,0.0001390907,0.0002954271,0.001294289,0.02364205,0.006821309,0.01133731,0.002770764,0.0005683418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005646511,"about_ca_system_score_gemma":0.008605351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05365023,"about_ca_topic_score_gemma":0.07584279,"domain_scores_codex":[0.9948387,0.002163327,0.0001140898,0.0006702769,0.001091168,0.001122489],"domain_scores_gemma":[0.9970482,0.0006665004,0.0004306666,0.0004956725,0.0004899655,0.000869055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003621733,0.00003326368,0.01985582,0.0001188887,0.00001981017,0.0002924594,0.3452476,0.0001149094,0.0006496401,0.5507957,0.009767053,0.07306865],"study_design_scores_gemma":[0.000007491268,0.00005448109,0.01752042,0.0004779625,0.0000225785,0.0004986621,0.2778259,0.0001317596,0.0004862742,0.09100305,0.6119367,0.00003463386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3325549,0.004401925,0.006860415,0.03433464,0.0009627129,0.00005792677,0.0001020539,0.00004011135,0.6206854],"genre_scores_gemma":[0.971804,0.0008631725,0.0009138838,0.003622372,0.0001160297,0.00002124059,0.00003257774,0.00003078305,0.02259598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05365023,"threshold_uncertainty_score":0.1066759,"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."}}