{"id":"W2132329864","doi":"10.5539/hes.v2n4p148","title":"Quality in Higher Education: United Arab Emirates Perspective","year":2012,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Quality (philosophy); Perspective (graphical); Population; Multiculturalism; Task (project management); Political science; Medical education; Pedagogy; Sociology; Medicine; Engineering; Computer science; Demography","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":[0.002013525,0.0002592109,0.0001731598,0.001564219,0.001861757,0.003838343,0.000277346,0.00148591,0.002776074],"category_scores_gemma":[0.001636887,0.0001114523,0.0002286322,0.001351732,0.002490493,0.002349575,0.001434225,0.001505201,0.0002071696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003872311,"about_ca_system_score_gemma":0.00367397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01774385,"about_ca_topic_score_gemma":0.02647602,"domain_scores_codex":[0.9985484,0.000708174,0.00008239425,0.0000868201,0.0003386106,0.0002354485],"domain_scores_gemma":[0.9983676,0.0004437497,0.000343485,0.00005699016,0.0005713506,0.0002168441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006936192,0.0002127058,0.02998175,0.001335798,0.0001178915,0.00138319,0.01064308,0.001507028,0.001154991,0.7467918,0.02733257,0.17947],"study_design_scores_gemma":[0.00002802106,0.0003760756,0.1318641,0.00401052,0.0001056703,0.002077727,0.03429558,0.002147448,0.001046917,0.06669805,0.7572575,0.00009248711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1375946,0.1829538,0.002810645,0.3194878,0.001973038,0.0000465522,0.0002704301,0.00004095406,0.3548222],"genre_scores_gemma":[0.9042502,0.0711753,0.002453587,0.01016824,0.0008712362,0.00002467934,0.00006074692,0.000008970595,0.01098715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01774385,"threshold_uncertainty_score":0.03528112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282183897124388,"score_gpt":0.4537184064292789,"score_spread":0.32550001671684,"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."}}