{"id":"W3030472087","doi":"10.5539/res.v12n2p79","title":"Quality Education Accreditation of the United States and Vietnam's Management Model","year":2020,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Quality assurance; Quality (philosophy); Quality management; Higher education; Business; Competition (biology); Control (management); State (computer science); Political science; Management; Marketing; Economics; Law; Computer science","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":[0.0007978189,0.00005517177,0.0001547908,0.00001462084,0.0001206972,0.000006227723,0.0001238784,0.000005107018,0.000008675917],"category_scores_gemma":[0.0003456955,0.00003814854,0.00003327252,0.0003281478,0.0001217023,0.00006201761,0.00008358072,0.00002738434,0.000007688745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002469776,"about_ca_system_score_gemma":0.00008769364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003393827,"about_ca_topic_score_gemma":0.000009792686,"domain_scores_codex":[0.9989272,0.0003671283,0.0003021412,0.0001009326,0.000242066,0.00006049005],"domain_scores_gemma":[0.9992906,0.00004800165,0.0002734025,0.00009903436,0.0002602997,0.00002867131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001947898,0.0002986255,0.01129846,0.03035104,0.0004519589,2.719574e-7,0.2745457,0.0001362437,0.00006450991,0.1230199,0.4178755,0.1419383],"study_design_scores_gemma":[0.00009407808,0.0000102115,0.05896296,0.003100178,0.00007281235,4.66416e-8,0.0164145,0.0000051371,0.000009112528,0.0006129223,0.9206175,0.0001005556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3163549,0.4942337,0.0006761741,0.08656239,0.0007560082,0.001812289,0.00003350225,0.0000618713,0.09950913],"genre_scores_gemma":[0.09120925,0.9000621,0.00234493,0.005067152,0.00007204194,0.00001279754,0.00001179826,0.000006334964,0.001213576],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.502742,"threshold_uncertainty_score":0.1555652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228899971092497,"score_gpt":0.4211772792170789,"score_spread":0.2982872821078292,"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."}}