{"id":"W2082518906","doi":"10.1007/s12134-011-0228-y","title":"Enriching Foreign Qualifications Through Canadian Post-secondary Education: Who Participates and Why?","year":2011,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Lakehead University; York University","funders":"","keywords":"Immigration; Social capital; Situational ethics; Demographic economics; Logit; Logistic regression; Multilevel model; Psychology; Sociology; Demography; Geography; Social psychology; Social science; Economics; Medicine","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":[0.002462543,0.0003191525,0.0005002341,0.001743064,0.01073497,0.006351058,0.00178232,0.001653445,0.03205283],"category_scores_gemma":[0.008153345,0.0002525618,0.0004519409,0.002852604,0.002653336,0.001895429,0.00376305,0.002664561,0.002357075],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0349041,"about_ca_system_score_gemma":0.1429035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9754684,"about_ca_topic_score_gemma":0.9912637,"domain_scores_codex":[0.9962681,0.0003035102,0.00003781612,0.0001702936,0.0005745707,0.002645794],"domain_scores_gemma":[0.9870756,0.0006098389,0.0004802579,0.000155705,0.002768215,0.008910305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000680371,0.00126852,0.425135,0.0003741978,0.00004992459,0.0009846025,0.08582624,0.000341857,0.001687966,0.02717998,0.1794923,0.2769791],"study_design_scores_gemma":[0.0001061589,0.0002274895,0.5234368,0.0008815458,0.00008916807,0.0002143852,0.2239168,0.0004035299,0.0006397768,0.002692725,0.2472854,0.0001062447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8375115,0.002248927,0.0003820687,0.04762637,0.0009950233,0.0001369445,0.001274982,0.00007201919,0.1097521],"genre_scores_gemma":[0.9500155,0.001382667,0.0002982122,0.003847298,0.0001227438,0.00003456823,0.0003348887,0.00002911559,0.043935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9650959,"threshold_uncertainty_score":0.2532482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355995266094292,"score_gpt":0.3320262376959277,"score_spread":0.2984662850349848,"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."}}