{"id":"W2067179984","doi":"10.1002/tl.349","title":"Reflections on trends and challenges in internationalizing an Ontario community college","year":2009,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"","keywords":"Internationalization; Curriculum; Academic community; Higher education; Revenue; Political science; Community college; Sociology; Pedagogy; Public relations; Medical education; Business; Social science; Accounting; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001120938,0.00005912812,0.00007478501,0.0001764132,0.002590644,0.00005865755,0.0000467702,0.00004359078,0.00001950921],"category_scores_gemma":[0.0002460582,0.00006462989,0.00001569473,0.0001031104,0.00002640207,0.0001947435,0.000005742765,0.0006243463,6.245308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394348,"about_ca_system_score_gemma":0.0001104691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09317733,"about_ca_topic_score_gemma":0.4332731,"domain_scores_codex":[0.9991322,0.0004377047,0.00009566076,0.0001247336,0.00009141463,0.0001183161],"domain_scores_gemma":[0.9995757,0.0002402417,0.0000421898,0.00005107142,0.00001856215,0.00007219939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001463714,0.0001445782,0.003980016,0.000002150189,0.00000704185,2.010236e-7,0.3717147,0.0000683293,0.00001429739,0.0683042,0.0003462313,0.5554036],"study_design_scores_gemma":[0.0002042941,0.0001323192,0.2099163,0.00003766638,0.000003577607,0.000001423624,0.03033163,0.00001539148,0.000001414555,0.00154765,0.7577323,0.00007603486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.799946,0.0003759679,0.0001235659,0.01224691,0.000263185,0.00008902179,0.000001168195,0.0001096884,0.1868445],"genre_scores_gemma":[0.9687599,0.0003136333,0.002346482,0.0001578451,0.0001236041,0.00001151922,0.000005252996,0.000004276787,0.02827751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7573861,"threshold_uncertainty_score":0.9987078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158907080588904,"score_gpt":0.4119630293742179,"score_spread":0.2960723213153275,"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."}}