{"id":"W3211361816","doi":"10.32920/ryerson.14656581.v1","title":"International students in Canada: policies and practices for social inclusion","year":2021,"lang":"en","type":"preprint","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Australian Government","keywords":"Inclusion (mineral); Immigration; Political science; Language barrier; Population; Economic growth; Settlement (finance); Public relations; Sociology; Business; Social science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006185749,0.0001100893,0.0001776287,0.00007911414,0.0004985887,0.0002665427,0.000567242,0.0001340091,0.000134263],"category_scores_gemma":[0.0003606976,0.0001129052,0.00004679453,0.00004223896,0.00004233157,0.0001335768,0.002880582,0.0001927771,3.702315e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245889,"about_ca_system_score_gemma":0.001426653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9950144,"about_ca_topic_score_gemma":0.999383,"domain_scores_codex":[0.9983323,0.00008992479,0.000215665,0.0002592531,0.0009179305,0.0001849043],"domain_scores_gemma":[0.9991761,0.0002150286,0.0002889829,0.00004425708,0.000236568,0.00003902261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001315156,0.0002900558,0.187285,0.0001173553,0.0003960973,0.00002915866,0.7678477,0.000033592,0.0000332974,0.02313326,0.004562638,0.01614033],"study_design_scores_gemma":[0.001122545,0.00001645717,0.1035686,0.0001359275,0.0000401275,5.379392e-7,0.6822693,0.0001223449,0.00003411409,0.004668916,0.2074967,0.0005244035],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443278,0.0003274324,0.00001972524,0.03279413,0.001728929,0.0003343303,0.00003051046,0.00001266206,0.02042445],"genre_scores_gemma":[0.9947308,0.00227606,0.0001293955,0.0003480582,0.00106799,0.00003621633,0.00006912443,0.000007300932,0.001335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.202934,"threshold_uncertainty_score":0.4604141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07575862564026581,"score_gpt":0.4389200453413468,"score_spread":0.363161419701081,"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."}}