{"id":"W3186590131","doi":"","title":"The Inevitability of Globalized International Higher Education","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Internationalization; Globalization; Higher education; Political science; Work (physics); Macro; Internationalization of Higher Education; Discourse analysis; Sociology; Business; International trade; Law; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000860461,0.00004892165,0.00006315137,0.00001017126,0.0003168756,0.00006609238,0.0003586745,0.0000337811,0.0001787222],"category_scores_gemma":[0.0005941261,0.00003263956,0.00006860427,0.0001617635,0.0001172546,0.0001437122,0.00001734582,0.0003375814,0.00001801941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005903733,"about_ca_system_score_gemma":0.003034615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007587368,"about_ca_topic_score_gemma":0.001096558,"domain_scores_codex":[0.9987936,0.0001463708,0.0001839232,0.00007782967,0.000288867,0.0005094001],"domain_scores_gemma":[0.999284,0.00004123128,0.0001404529,0.00005513272,0.0003848893,0.00009431233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003077483,0.00005610125,0.0008236883,0.000001152626,0.00004342765,3.375909e-8,0.005922741,0.000002069776,0.0001291406,0.9734603,0.005662597,0.01386799],"study_design_scores_gemma":[0.0002001617,0.00002409849,0.003439915,0.00000353035,0.00001100987,0.000002979627,0.02820977,0.000003451316,0.00001215657,0.04656309,0.9214789,0.00005099753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4380656,0.004715345,0.00005653609,0.4638239,0.008064148,0.000336018,0.000004382671,0.00005335467,0.08488069],"genre_scores_gemma":[0.9916647,0.002224023,0.00004096073,0.0008101796,0.0006560176,0.000002949711,0.000002016092,0.000002484463,0.004596646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9268972,"threshold_uncertainty_score":0.5383276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943505655351309,"score_gpt":0.343684803739347,"score_spread":0.3242497471858339,"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."}}