{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000780052,0.0002017282,0.0002687497,0.000278006,0.000493411,0.00007048024,0.0002010491,0.0001057574,0.002485113],"category_scores_gemma":[0.0001070934,0.0001957752,0.00005629259,0.001479995,0.0002579592,0.0006433118,0.00004433451,0.0001651447,0.0004503326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158799,"about_ca_system_score_gemma":0.001879066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004094851,"about_ca_topic_score_gemma":0.000304934,"domain_scores_codex":[0.9979315,0.0003720195,0.0004151374,0.0003167931,0.0004827228,0.0004818517],"domain_scores_gemma":[0.997976,0.0002422899,0.0002353441,0.0002551115,0.001095458,0.000195809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007756601,0.0008476168,0.248275,0.00001634758,0.00004461046,6.722733e-8,0.05263825,5.29142e-7,0.000006973083,0.5955636,0.1020907,0.0005086101],"study_design_scores_gemma":[0.00007582663,0.000003498085,0.4508139,0.00002765979,0.000007021548,1.267893e-7,0.06387255,4.746118e-9,0.000009392026,0.003933862,0.4811103,0.0001458563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6293707,0.0315726,0.000001203489,0.06457267,0.01892774,0.0004531239,0.000004626994,0.0001366013,0.2549608],"genre_scores_gemma":[0.7888218,0.0007190984,0.0004865666,0.003883254,0.002136253,0.0003928687,0.00001506638,0.00001393441,0.2035311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5916297,"threshold_uncertainty_score":0.9984267,"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."}}