{"id":"W3015691486","doi":"10.5539/hes.v10n2p133","title":"Quality Framework of Higher Education in Vietnam, Malaysia and Nigeria","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Accreditation; Accountability; Agency (philosophy); Commission; Business; Vietnamese; Higher education; Quality (philosophy); Accounting; Public relations; Political science; Medical education; Medicine; Marketing; Finance; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003033767,0.0001504423,0.0001252649,0.001061767,0.002187932,0.005754719,0.0004317743,0.0005019229,0.002240995],"category_scores_gemma":[0.003333214,0.0001504147,0.0001566986,0.002176594,0.003196287,0.001698049,0.001718001,0.001001963,0.0001209301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01359335,"about_ca_system_score_gemma":0.02407973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05329765,"about_ca_topic_score_gemma":0.05749812,"domain_scores_codex":[0.9970695,0.001335568,0.0002078816,0.0001709906,0.0007709058,0.000445129],"domain_scores_gemma":[0.9958793,0.0009710175,0.0009877249,0.0001736899,0.001052409,0.0009358109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008223199,0.0002545337,0.09951309,0.001200393,0.00003595606,0.003176606,0.09964043,0.005171663,0.002310251,0.6160831,0.01345967,0.1590719],"study_design_scores_gemma":[0.00002804105,0.0003128845,0.20394,0.002575755,0.00003548817,0.002079837,0.2913521,0.006428726,0.001909285,0.04953702,0.4416701,0.0001307279],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7372294,0.009197964,0.01215701,0.02912059,0.0002324528,0.0003856228,0.0003438623,0.00007136345,0.2112618],"genre_scores_gemma":[0.9893034,0.001104612,0.002706155,0.0004080979,0.000009046944,0.00003347211,0.00005988936,0.000006487387,0.006368839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05329765,"threshold_uncertainty_score":0.1059749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05840082053584029,"score_gpt":0.4227305497106075,"score_spread":0.3643297291747672,"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."}}