{"id":"W4252539262","doi":"10.32920/ryerson.14656581","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":18,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01479132,0.0005091085,0.0005887953,0.004044407,0.04299619,0.01876696,0.004292162,0.003570221,0.007192201],"category_scores_gemma":[0.02577771,0.000433143,0.0008147384,0.006713358,0.01545643,0.004315983,0.01493721,0.007048204,0.0005131398],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1927404,"about_ca_system_score_gemma":0.6089223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936293,"about_ca_topic_score_gemma":0.9963092,"domain_scores_codex":[0.9818891,0.002742397,0.0005011243,0.001074545,0.006498548,0.007294267],"domain_scores_gemma":[0.9679717,0.002868344,0.001282442,0.0009626257,0.01000948,0.01690537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007680406,0.0002672021,0.08827685,0.0006050668,0.00005787714,0.001009964,0.2317261,0.0008580051,0.001081586,0.2782089,0.1312578,0.2665738],"study_design_scores_gemma":[0.00002838543,0.00006523886,0.1049359,0.001919955,0.00005494962,0.0002599976,0.2603596,0.0007892385,0.0008490177,0.02305063,0.6074613,0.0002257819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.238766,0.009842744,0.006254368,0.3176117,0.001418898,0.0008230123,0.0009945066,0.0003106995,0.4239781],"genre_scores_gemma":[0.9106592,0.006591572,0.00825339,0.02061914,0.0001762243,0.0003609398,0.0003656896,0.0001833689,0.05279047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1927404,"threshold_uncertainty_score":0.9363067,"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."}}