{"id":"W4415938362","doi":"10.1080/13613324.2025.2585193","title":"The propensities and purposes of racial and ethnic student data collection in Ontario universities","year":2025,"lang":"en","type":"article","venue":"Race Ethnicity and Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Ethnic group; Data collection; Higher education; Racism; Racial bias; Qualitative research; Research methodology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0784652,0.0003744046,0.0006216221,0.005312676,0.01660451,0.009141376,0.002005838,0.000990995,0.001730124],"category_scores_gemma":[0.138052,0.0008798271,0.0003684802,0.01203699,0.01277884,0.003055544,0.005585845,0.001174535,0.0002970681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07933461,"about_ca_system_score_gemma":0.2028205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8977792,"about_ca_topic_score_gemma":0.9359553,"domain_scores_codex":[0.9042197,0.04876903,0.005877661,0.00470198,0.02737744,0.009054207],"domain_scores_gemma":[0.8087999,0.08089587,0.02266452,0.01965324,0.05844063,0.00954584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003379596,0.0001045368,0.378444,0.0009310052,0.00009623134,0.0005093957,0.4674831,0.0006820271,0.003122494,0.0327781,0.007280613,0.1082306],"study_design_scores_gemma":[0.00003382342,0.000113279,0.5355372,0.001405546,0.0000841549,0.0001377034,0.3248544,0.00127872,0.003687927,0.005855347,0.1268583,0.0001536442],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086987,0.001431804,0.01034838,0.01497991,0.000134298,0.001684292,0.002188523,0.00009927435,0.06043467],"genre_scores_gemma":[0.9877869,0.0007827424,0.005043108,0.001039677,0.00003315804,0.0008122891,0.0003589245,0.00003672115,0.004106324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9206654,"threshold_uncertainty_score":0.5756156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06427444693339135,"score_gpt":0.4308405187089827,"score_spread":0.3665660717755914,"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."}}