{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000326685,0.0001365325,0.0002961379,0.00007129337,0.0001747676,0.00003794182,0.0001403472,0.00009606997,0.0008134622],"category_scores_gemma":[0.0001155372,0.0001366402,0.00003669404,0.0006173331,0.0002124422,0.0002254557,0.00004675992,0.0001214244,0.00004954732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001729322,"about_ca_system_score_gemma":0.001418629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004111412,"about_ca_topic_score_gemma":0.00006872639,"domain_scores_codex":[0.9985093,0.0001971514,0.0004448178,0.0003065113,0.0003423412,0.0001998424],"domain_scores_gemma":[0.9989388,0.0001482861,0.0002581176,0.0001517643,0.0003693507,0.0001336873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002366138,0.0003662868,0.6417441,0.0001316508,0.00004798834,1.360845e-7,0.05519491,0.000001845429,0.00007249672,0.2393448,0.05795859,0.005113498],"study_design_scores_gemma":[0.00007520264,0.000009422197,0.5986736,0.00006417651,0.000005842438,4.487997e-8,0.01451814,3.658677e-8,0.00001534128,0.005840992,0.3806807,0.0001164501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913798,0.01319323,0.000008140232,0.05303412,0.003643063,0.0002872739,0.000003422999,0.00004308284,0.01598967],"genre_scores_gemma":[0.9723625,0.001288823,0.002571322,0.004710721,0.0007592117,0.0001307092,0.000005371961,0.00001087379,0.01816053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3227221,"threshold_uncertainty_score":0.8906841,"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."}}