{"id":"W52176249","doi":"","title":"CHALLENGES AND OPPORTUNITIES OF THE CANADIAN EDUCATIONAL SECTOR IN THE AGE OF GLOBALIZATION AND EDUCATIONAL MIGRATION","year":2012,"lang":"en","type":"article","venue":"EDULEARN12 Proceedings","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Globalization; Political science; Economic growth; Economic geography; Development economics; Geography; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007823645,0.000049029,0.0000643786,0.00006624022,0.0002403765,0.00003242458,0.0001003171,0.00005354645,0.00006489708],"category_scores_gemma":[0.0002196174,0.00003660943,0.00001394936,0.00009896576,0.000236354,0.0003406442,0.00001050324,0.00005242876,5.494477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005478412,"about_ca_system_score_gemma":0.0003748059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04995978,"about_ca_topic_score_gemma":0.5336382,"domain_scores_codex":[0.9994715,0.00004060649,0.0001338885,0.00007433483,0.0001542863,0.0001253183],"domain_scores_gemma":[0.9996257,0.00006588492,0.00009640459,0.00003587856,0.0001207803,0.00005528381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001316934,0.0000298651,0.2687659,0.00003724062,0.000003447456,4.766953e-9,0.1845016,2.922912e-7,0.00001808599,0.5448964,0.001006434,0.0007394435],"study_design_scores_gemma":[0.00004406194,0.000008272578,0.9349628,0.0000239443,0.000006681398,0.000001291445,0.03577211,0.00000687385,0.00001674652,0.008609685,0.0205013,0.00004621841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9294822,0.001878191,3.397586e-7,0.03154279,0.0001336259,0.0001753124,0.000003475332,0.000002124107,0.03678191],"genre_scores_gemma":[0.9977226,0.001302349,0.00003618147,0.0001868593,0.0002913149,0.00001734722,0.000006598218,0.000002844832,0.0004339526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6661969,"threshold_uncertainty_score":0.9563666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07975757117338841,"score_gpt":0.2973066874954114,"score_spread":0.217549116322023,"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."}}