{"id":"W3038082852","doi":"10.1177/2347631120930838","title":"From Enrolment Rates to Collaborative Knowledge Production: A Critique to the Internationalization of Higher Education in Canada","year":2020,"lang":"en","type":"article","venue":"Higher Education for the Future","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Internationalization; Knowledge production; Sociology; Production (economics); Internationalization of Higher Education; Phenomenon; Asset (computer security); Value (mathematics); Pedagogy; Higher education; Multiculturalism; Process (computing); Diversity (politics); Public relations; Political science; Engineering ethics; Business; Knowledge management; Epistemology; Economics; Computer science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000212564,0.000119682,0.0001274822,0.00005084839,0.0002702339,0.00006335233,0.0003819437,0.00004712072,0.0008093746],"category_scores_gemma":[0.00009930645,0.00008898946,0.00002834725,0.001073511,0.00002868625,0.000151439,0.00002843016,0.00008472577,0.00003451483],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009399839,"about_ca_system_score_gemma":0.01298004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2228357,"about_ca_topic_score_gemma":0.5045012,"domain_scores_codex":[0.9987641,0.0001485336,0.0003003041,0.0002826489,0.0003441457,0.0001602541],"domain_scores_gemma":[0.9985178,0.0001540563,0.0001513918,0.0001913554,0.0008522172,0.0001331897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004819176,0.0001502125,0.006261087,0.00001509934,0.00002471265,2.549421e-8,0.05928634,0.000196274,0.00006348112,0.0529834,0.8756914,0.005279745],"study_design_scores_gemma":[0.00007608055,0.00001338927,0.128427,0.00003936226,0.000009212838,3.913715e-8,0.01920687,0.000001460383,0.0003482476,0.0009371869,0.8508418,0.00009933432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07214813,0.003536348,0.0001442563,0.8960921,0.02155961,0.002495134,0.00008362247,0.00002288539,0.003917973],"genre_scores_gemma":[0.9316351,0.0001014239,0.0009136919,0.01774458,0.009093908,0.001468234,0.00009374774,0.00001777196,0.03893156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8783475,"threshold_uncertainty_score":0.9926155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401998590360833,"score_gpt":0.3412017386525226,"score_spread":0.3271817527489143,"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."}}