{"id":"W4417508165","doi":"10.3138/cpp.2023-063","title":"The Effects of Activation: International Students’ Employment and Transitions to Permanent Residency in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Athabasca University","funders":"","keywords":"Psychological intervention; Immigration; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147079,0.0003539876,0.0005842725,0.0008134867,0.005683471,0.003033354,0.001768005,0.001064348,0.005656579],"category_scores_gemma":[0.007066813,0.0002240802,0.0007049661,0.002169129,0.002436273,0.0005954232,0.00367048,0.002252057,0.0003775254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05021036,"about_ca_system_score_gemma":0.1249477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.986464,"about_ca_topic_score_gemma":0.9941388,"domain_scores_codex":[0.9974288,0.0003429689,0.00005957441,0.0001595054,0.0005335066,0.001475591],"domain_scores_gemma":[0.9934862,0.0007685016,0.0007652201,0.0001283895,0.001484528,0.003367147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001529676,0.0008735297,0.8485817,0.000427393,0.0002161882,0.0002115057,0.02987044,0.001289511,0.0005478031,0.003180651,0.009295918,0.1039758],"study_design_scores_gemma":[0.00005645839,0.0002690419,0.9508471,0.0003173055,0.0001039268,0.00002644623,0.03785503,0.0003804929,0.0002068696,0.000297383,0.009601895,0.00003816717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851798,0.001750071,0.0001140635,0.003293876,0.00007987012,0.00008214905,0.0007078366,0.000009151738,0.008783226],"genre_scores_gemma":[0.9923672,0.001586599,0.0001200535,0.0004941284,0.00002295042,0.00005706733,0.0003602427,0.000008453407,0.004983301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05021036,"threshold_uncertainty_score":0.3643034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282704533374591,"score_gpt":0.3166907736448967,"score_spread":0.3038637283111508,"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."}}