{"id":"W4206956088","doi":"10.26522/ssj.v16i1.2685","title":"Towards a More Just Canadian Education-migration System: International Student Mobility in Crisis","year":2022,"lang":"en","type":"article","venue":"Studies in Social Justice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Social justice; Economic Justice; Political science; Social mobility; Perspective (graphical); Sociology; Coronavirus disease 2019 (COVID-19); Political economy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001417335,0.0001598403,0.0003475676,0.0002795515,0.002184759,0.000008673876,0.0003724798,0.0001060681,0.000239377],"category_scores_gemma":[0.0004876073,0.0001790611,0.00004517425,0.0007843857,0.0000805228,0.0001229482,0.0003906061,0.0007521758,0.00003280723],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01333067,"about_ca_system_score_gemma":0.002257902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3202965,"about_ca_topic_score_gemma":0.6273907,"domain_scores_codex":[0.9968913,0.0008515996,0.0007565424,0.0003578417,0.0005465335,0.0005961744],"domain_scores_gemma":[0.9988238,0.0002622857,0.0002071748,0.0001831525,0.0004017148,0.0001219379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001347741,0.0004728248,0.1125885,0.002121676,0.00008420002,0.00003915144,0.5473303,0.0004535523,0.000001100143,0.02902368,0.3061257,0.00162461],"study_design_scores_gemma":[0.000349045,0.00002134615,0.07904623,0.0001707907,0.00004945894,8.367973e-7,0.8568322,0.00006600589,8.373661e-8,0.0002274784,0.06311393,0.000122568],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809231,0.00215535,0.000004687639,0.02940311,0.02043281,0.002119549,0.000210956,0.00009386575,0.06465656],"genre_scores_gemma":[0.991401,0.0002222167,0.0001129844,0.003668727,0.001253453,0.002189646,0.00005402179,0.00001717217,0.001080813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.309502,"threshold_uncertainty_score":0.9991143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08971968594600371,"score_gpt":0.5305059102178468,"score_spread":0.4407862242718431,"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."}}