{"id":"W4403513447","doi":"10.1007/978-3-031-47411-8_49-1","title":"Equity in Higher Education for Students in the Margins","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Equity (law); Mathematics education; Psychology; Sociology; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00116303,0.000244149,0.0001898817,0.0003919151,0.003714567,0.006076929,0.0005208527,0.001157945,0.01682077],"category_scores_gemma":[0.00176051,0.0000855516,0.0001390902,0.0007216862,0.006482364,0.00519698,0.006245185,0.002278966,0.001114401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003273563,"about_ca_system_score_gemma":0.004644907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002707668,"about_ca_topic_score_gemma":0.006023468,"domain_scores_codex":[0.9994401,0.000207384,0.00001458567,0.00004815428,0.0001358181,0.0001539903],"domain_scores_gemma":[0.9995874,0.000127005,0.00002512227,0.00004480554,0.00004316804,0.0001725643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005538654,0.00002510033,0.0004000324,0.00004714056,0.000001096018,0.00006070541,0.01269229,0.00006827741,0.00008939497,0.9207204,0.01886752,0.0470225],"study_design_scores_gemma":[0.000005124365,0.00003048615,0.001424864,0.0004124187,0.000001822752,0.0001170892,0.01948947,0.0001078301,0.0002565005,0.2697149,0.7084339,0.000005682962],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03373609,0.01717011,0.001856255,0.03498432,0.001293666,0.00004061833,0.00002637347,0.00004545381,0.9108472],"genre_scores_gemma":[0.6454285,0.006287921,0.001230011,0.005871925,0.0007212696,0.00004759703,0.00003090273,0.00004869106,0.3403333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01682077,"threshold_uncertainty_score":0.05627102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07551230120435551,"score_gpt":0.4534887592384699,"score_spread":0.3779764580341144,"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."}}