{"id":"W2159129608","doi":"10.5539/ies.v3n4p73","title":"Impact of Globalization on Higher Education: An Empirical Study of Education Policy &amp; Planning of Design Education in Hong Kong","year":2010,"lang":"en","type":"article","venue":"International Education Studies","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globalization; Facilitator; Curriculum; Accountability; Higher education; Public relations; Context (archaeology); Global education; Sociology; Pedagogy; Political science; Economic growth; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002545212,0.0002447375,0.0003161497,0.001099005,0.00003901586,0.00002405949,0.000291284,0.00009678365,0.0001092082],"category_scores_gemma":[0.0003668524,0.0002441199,0.00006867919,0.0008185987,0.00005015248,0.0003166824,0.00002944854,0.0001959814,0.00000703348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005715279,"about_ca_system_score_gemma":0.003272903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004429639,"about_ca_topic_score_gemma":0.0000705034,"domain_scores_codex":[0.9983278,0.00007086289,0.0007815081,0.0002645437,0.0003995779,0.0001557347],"domain_scores_gemma":[0.9975083,0.0001057003,0.0002997377,0.0003382053,0.001656862,0.0000911872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000700188,0.01597882,0.819717,0.0002573539,0.0004656734,9.814358e-8,0.01770985,0.0688078,0.004278354,0.005099794,0.02137768,0.04623756],"study_design_scores_gemma":[0.0002925283,0.000157859,0.9888749,0.0003284549,0.0000280645,0.000004664799,0.006411899,0.0002430497,0.000586164,0.0008220893,0.002000388,0.0002499357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876308,0.0004981339,0.000311992,0.000192483,0.008202886,0.0004495291,0.000006606097,0.00005435326,0.002653234],"genre_scores_gemma":[0.994437,0.00006555531,0.003838106,0.00005964377,0.0004692924,0.0002235117,0.000108655,0.00003164148,0.0007666063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691579,"threshold_uncertainty_score":0.9954923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06315075185789534,"score_gpt":0.4525115623818615,"score_spread":0.3893608105239661,"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."}}