{"id":"W2059775394","doi":"10.1007/s10734-010-9324-8","title":"The internationalization of Canadian university research: a global higher education matrix analysis of multi-level governance","year":2010,"lang":"en","type":"article","venue":"Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Internationalization; Higher education; Corporate governance; Globalization; Context (archaeology); Institution; Political science; Public administration; Higher education policy; Public relations; Economic growth; Sociology; Education policy; Business; Economics; Management; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008192394,0.00008702582,0.0001309186,0.0004388185,0.0005294827,0.00005726492,0.0004938826,0.0001196953,0.001277276],"category_scores_gemma":[0.0001434659,0.00008413899,0.00007652345,0.004618281,0.0003048924,0.0002727558,0.00002760822,0.0001434084,0.00003004578],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008996929,"about_ca_system_score_gemma":0.009040647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3776535,"about_ca_topic_score_gemma":0.5319859,"domain_scores_codex":[0.9983617,0.0002125023,0.0002765035,0.0002232022,0.000677655,0.0002484208],"domain_scores_gemma":[0.997535,0.0001409678,0.0003321797,0.0003033238,0.001512034,0.0001764639],"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":[0.00001009256,0.0002520185,0.1156338,0.000006870017,0.00009643986,7.388632e-8,0.002175519,0.00001213942,0.0001008602,0.848753,0.02681907,0.0061401],"study_design_scores_gemma":[0.00004691283,0.000003037389,0.5368267,0.000009802293,0.00003642707,4.946155e-8,0.0005215923,0.000003933738,0.00002099028,0.00105198,0.4614289,0.0000497104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7991729,0.001465803,0.00008747565,0.04444858,0.01415665,0.0008883284,0.0002728374,0.00004729885,0.1394601],"genre_scores_gemma":[0.8890336,0.0002652076,0.001302917,0.0001027548,0.0002310295,0.00001456447,0.00006555388,0.000005634382,0.1089787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.847701,"threshold_uncertainty_score":0.9996357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07067525351746949,"score_gpt":0.3970561245101436,"score_spread":0.3263808709926741,"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."}}