{"id":"W7006625940","doi":"","title":"Understanding Ethnic Differences in Student Success at Universities in New Zealand Using Linked Administrative Data","year":2021,"lang":"en","type":"dissertation","venue":"Tuwhera (Auckland University of Technology)","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Probit model; Sample (material); Quarter (Canadian coin); Population; Odds; Ethnic composition; Statistical analysis; Probit","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004093836,0.0004084319,0.000569689,0.002762394,0.001169451,0.002256949,0.001047189,0.0002856026,0.002027066],"category_scores_gemma":[0.0147443,0.00048431,0.0007826508,0.006404762,0.0009357299,0.002243043,0.002901461,0.001183468,0.0004046365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002990088,"about_ca_system_score_gemma":0.003517901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6565929,"about_ca_topic_score_gemma":0.6678287,"domain_scores_codex":[0.9974233,0.0004802177,0.0002314915,0.0005312993,0.0007991619,0.0005345304],"domain_scores_gemma":[0.9931746,0.001214645,0.003031621,0.0005696681,0.001114402,0.0008949876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003039141,0.0000353194,0.9871888,0.00005021686,0.0001092242,0.00005390808,0.004776157,0.00009278113,0.0001175238,0.000342356,0.0004482332,0.006755129],"study_design_scores_gemma":[0.00000298281,0.00001323938,0.9958259,0.0000393926,0.00001920162,0.00001212587,0.003185645,0.0002116919,0.00002287275,0.00008889348,0.00057064,0.000007425611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995333,0.0002558376,0.0002421732,0.0004303388,0.000008427183,0.00002664902,0.001448257,0.000004062784,0.002251254],"genre_scores_gemma":[0.9973871,0.0003896847,0.0003624862,0.00005406232,0.000005730196,0.00004660952,0.001305144,0.0000055545,0.0004436205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6565929,"threshold_uncertainty_score":0.690859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2561937994553121,"score_gpt":0.3112784524751765,"score_spread":0.05508465301986448,"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."}}