{"id":"W4286216312","doi":"10.1080/23322969.2022.2096106","title":"Ideal immigrants in name only? Shifting constructions and divergent discourses on the international student-immigration policy nexus in Australia, Canada, and Germany","year":2022,"lang":"en","type":"article","venue":"Policy Reviews in Higher Education","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Nexus (standard); Ideal (ethics); Immigration policy; Ideal type; Political science; Sociology; Gender studies; Social science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006547724,0.000110451,0.0001605456,0.0002988985,0.0003849932,0.00008923823,0.0002296448,0.00003021296,0.0003649731],"category_scores_gemma":[0.0001269079,0.00008711624,0.00002441692,0.0005755828,0.0001473844,0.0001684463,0.00005925549,0.0002045254,0.000002415097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006689559,"about_ca_system_score_gemma":0.001308902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9142914,"about_ca_topic_score_gemma":0.8953628,"domain_scores_codex":[0.9985146,0.0003378167,0.0003928691,0.000221663,0.0003022049,0.0002308817],"domain_scores_gemma":[0.9995437,0.0000959347,0.0001578194,0.0001075978,0.00002147371,0.00007351777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000145583,0.0005184816,0.5529541,0.00001907176,0.00000992588,0.000001126649,0.1120969,0.00003852061,0.00002160755,0.2880184,0.003785885,0.04252137],"study_design_scores_gemma":[0.0001983656,0.00001779419,0.6682835,0.0000850022,0.000003391187,0.000002568892,0.04356019,0.000006394732,0.000001397265,0.00140927,0.286308,0.0001241124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326263,0.002004076,8.781168e-8,0.06254213,0.001168837,0.0004070533,0.00001207094,0.00000434162,0.001235089],"genre_scores_gemma":[0.990878,0.003580044,0.00001096652,0.001761466,0.0004535731,0.000256195,0.00001294614,0.000004970429,0.003041775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2866091,"threshold_uncertainty_score":0.3996199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04895507260393435,"score_gpt":0.4033446881511448,"score_spread":0.3543896155472105,"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."}}