{"id":"W4378364093","doi":"10.1007/s12134-023-01043-7","title":"The Education-Immigration Nexus: Situating Canadian Higher Education as Institutions of Immigrant Recruitment","year":2023,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Nexus (standard); Settlement (finance); Higher education; Immigration policy; Political science; Demographic economics; Economic growth; Sociology; Economics; Law","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":[0.004533775,0.0004070472,0.0004672672,0.00506652,0.03445007,0.01968948,0.00279196,0.003158468,0.009138003],"category_scores_gemma":[0.009913946,0.0003211587,0.0004503072,0.008957012,0.01953995,0.005380766,0.01140685,0.003077669,0.0002765821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1268451,"about_ca_system_score_gemma":0.2532336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777411,"about_ca_topic_score_gemma":0.993943,"domain_scores_codex":[0.9948069,0.0008087888,0.00009542742,0.000284908,0.0005633868,0.003440464],"domain_scores_gemma":[0.992673,0.002204643,0.0006188226,0.0002436337,0.001753445,0.002506399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001285877,0.00007148858,0.06878237,0.0001471447,0.00001780615,0.001013814,0.515082,0.0004747526,0.0007512512,0.3623463,0.006196348,0.0449881],"study_design_scores_gemma":[0.000008722096,0.00002013268,0.04408482,0.0003584166,0.00002149269,0.0001452704,0.8519112,0.0004765928,0.0002510843,0.007303447,0.09536482,0.00005392812],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227841,0.002268764,0.001564303,0.01894587,0.0001798425,0.0001343978,0.0002364458,0.0000335192,0.1538527],"genre_scores_gemma":[0.9897577,0.0003853939,0.0006535717,0.0007209252,0.00001250044,0.00002179841,0.00003995794,0.00001288913,0.008395205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8731549,"threshold_uncertainty_score":0.92033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04328096158321039,"score_gpt":0.3798014641458093,"score_spread":0.336520502562599,"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."}}