{"id":"W7010618078","doi":"","title":"International Students and the Post Graduate Work Permit Program (PGWPP)","year":2025,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Credential; Scholarship; Work (physics); Nonprobability sampling; Workforce development; Psychological intervention; Qualitative research; Workforce planning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002743293,0.0002373518,0.0001690098,0.000739729,0.01073962,0.003856977,0.001877355,0.001104338,0.02258446],"category_scores_gemma":[0.00625508,0.0002169712,0.0002776643,0.001350344,0.002417387,0.001040368,0.006431207,0.00226709,0.002030432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01524254,"about_ca_system_score_gemma":0.1311585,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7386072,"about_ca_topic_score_gemma":0.8716239,"domain_scores_codex":[0.9964119,0.0003259194,0.0000392811,0.0001612177,0.00109755,0.001964129],"domain_scores_gemma":[0.989583,0.0004323899,0.0002830829,0.00025896,0.001260259,0.008182294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001721019,0.001075028,0.1195378,0.0004206479,0.00001897631,0.001367565,0.03762981,0.0003717184,0.002062752,0.04324259,0.2850791,0.509022],"study_design_scores_gemma":[0.00003215936,0.000351314,0.1997723,0.0002026022,0.00001333013,0.0002863248,0.05437212,0.0001683685,0.0005762771,0.00105382,0.7431267,0.00004457125],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5184615,0.001210034,0.002157194,0.03266143,0.0015614,0.001003403,0.002393772,0.0004187977,0.4401324],"genre_scores_gemma":[0.7631571,0.001000158,0.002190609,0.006045751,0.0002035425,0.0003611557,0.0009233592,0.00009100404,0.2260273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2613928,"threshold_uncertainty_score":0.5258643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021917763992802,"score_gpt":0.31984799236764,"score_spread":0.299628814727712,"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."}}