{"id":"W4413594919","doi":"10.64628/aam.hgnkh5mec","title":"Canada identifies international students as ‘ideal immigrants’ but supports are lacking","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Immigration; Ideal (ethics); Political science; Geography; Demographic economics; 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":[0.002582522,0.0003627431,0.0003347372,0.002304425,0.01285504,0.008716735,0.0008234693,0.001518094,0.02858616],"category_scores_gemma":[0.007677128,0.0001852703,0.0002606296,0.005218138,0.003182443,0.001923821,0.003502433,0.00226672,0.002697485],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01616377,"about_ca_system_score_gemma":0.06046762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9347869,"about_ca_topic_score_gemma":0.9779093,"domain_scores_codex":[0.9972843,0.0003098792,0.00004832689,0.0001018905,0.0009078145,0.001347846],"domain_scores_gemma":[0.9927464,0.0008070904,0.0004366972,0.0001948112,0.002541637,0.003273258],"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":[0.0001141724,0.0002145685,0.1502909,0.0003240562,0.00003433921,0.0005640967,0.05579079,0.0002779335,0.0003785118,0.1356345,0.5268036,0.1295725],"study_design_scores_gemma":[0.0000271486,0.00003101532,0.1279662,0.0007491905,0.0000451003,0.0002604316,0.2385755,0.0003673205,0.0005010686,0.01005096,0.6213565,0.0000695636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1756105,0.001828346,0.001450699,0.0814173,0.001555845,0.0001377388,0.001753166,0.0001412811,0.7361051],"genre_scores_gemma":[0.6915089,0.003982992,0.002030928,0.01577405,0.0002642052,0.00006517005,0.00113475,0.0002147829,0.2850243],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9838362,"threshold_uncertainty_score":0.1311944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04313204923638093,"score_gpt":0.454359592765738,"score_spread":0.411227543529357,"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."}}