{"id":"W2112718587","doi":"10.1111/imre.12038","title":"Why Immigrant Background Matters for University Participation: A Comparison of Switzerland and Canada","year":2013,"lang":"en","type":"article","venue":"International Migration Review","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Statistics Canada","funders":"","keywords":"Immigration; Disadvantaged; Attendance; Educational attainment; Demographic economics; Academic achievement; Sociology; Psychology; Demography; Political science; Economic growth; Pedagogy; Economics","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":[0.0002153037,0.00005267675,0.0001401103,0.00003639135,0.0001529569,0.00003052616,0.0001284333,0.00001641945,0.000514148],"category_scores_gemma":[0.0001638289,0.00004971825,0.00003080034,0.00009507601,0.00009167165,0.0001833068,0.0000170714,0.00003207399,0.000006248717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325599,"about_ca_system_score_gemma":0.0002445237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.791547,"about_ca_topic_score_gemma":0.9069336,"domain_scores_codex":[0.9991847,0.00009481656,0.000204646,0.0001073994,0.0003066087,0.0001018906],"domain_scores_gemma":[0.9989675,0.0002465432,0.0001277242,0.0000593588,0.0005327275,0.00006617394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008391702,0.0000689076,0.04066607,0.0003900027,0.00008652129,2.699923e-7,0.002627733,0.000006221928,0.00008505335,0.008131172,0.9429722,0.004957442],"study_design_scores_gemma":[0.0001163119,0.0000128033,0.02662352,0.0002107313,0.00001762053,1.216015e-7,0.002354131,0.00007780963,0.00002033106,0.00005601439,0.9704536,0.00005707607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.318334,0.0111054,0.002215483,0.6629305,0.0006974661,0.002322233,0.00009070418,0.00002890583,0.002275337],"genre_scores_gemma":[0.9794722,0.01146082,0.0008800715,0.005381394,0.0001061088,0.0001100917,0.00005494623,0.000005587364,0.002528736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6611382,"threshold_uncertainty_score":0.562956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04995816416625688,"score_gpt":0.397538769534739,"score_spread":0.3475806053684822,"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."}}