{"id":"W1973517424","doi":"10.1109/fie.2012.6462310","title":"A survey of attitudes, beliefs, and perceptions regarding the internationalization of engineering and Computer Science undergraduate programs at the University of Victoria","year":2012,"lang":"en","type":"article","venue":"","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Office of International Affairs","keywords":"Internationalization; Perception; Medical education; Graduate students; Quality (philosophy); Engineering education; Order (exchange); Science and engineering; Psychology; Engineering ethics; Engineering management; Engineering; Medicine; Business","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":[0.001311704,0.00002494303,0.00004606956,0.00002086686,0.000228277,0.000011229,0.00009859577,0.00001336242,0.00003017849],"category_scores_gemma":[0.00007340111,0.00001660666,0.000009957111,0.0002374622,0.0006861224,0.0001237794,0.00006493666,0.00002041551,3.723688e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004421316,"about_ca_system_score_gemma":0.00005252176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531106,"about_ca_topic_score_gemma":0.005445724,"domain_scores_codex":[0.9995606,0.00008652418,0.00006889972,0.00005801076,0.0001597996,0.00006616817],"domain_scores_gemma":[0.9995399,0.0001345309,0.00004688981,0.00006875227,0.000178635,0.00003129883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001365456,0.00002701475,0.9652281,0.000008072186,0.000005582435,1.987192e-9,0.01403472,0.00001985017,0.0001279024,0.02001101,0.00004301258,0.0004933815],"study_design_scores_gemma":[0.00004028434,0.000006028767,0.9984195,0.000009047329,0.000004113881,1.132037e-7,0.0004763189,0.0002185709,0.00002040936,0.00003892965,0.000747112,0.00001954722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957467,0.00003916683,0.003236395,0.0005680221,0.0001136673,0.00009413048,0.000001943558,0.000006215048,0.0001938042],"genre_scores_gemma":[0.9993238,0.00003753087,0.0004632603,0.000004713212,0.00001880836,2.643367e-7,0.000001866673,0.000001047168,0.0001487454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03319144,"threshold_uncertainty_score":0.8028769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209808082630226,"score_gpt":0.3052726444880445,"score_spread":0.2731745636617422,"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."}}