{"id":"W3020206630","doi":"10.5539/hes.v10n2p176","title":"Academic Accreditation Process of English Language Institute: Challenges and Rewards","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Abdulaziz University","keywords":"Accreditation; Excellence; Medical education; Higher education; Work (physics); Process (computing); Quality (philosophy); Pedagogy; Psychology; Political science; Medicine; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02026668,0.0001890745,0.0002844035,0.001009295,0.009664674,0.01233925,0.002145445,0.002039211,0.002327909],"category_scores_gemma":[0.03345906,0.0002762105,0.0003029607,0.001368086,0.003948025,0.00356258,0.005968516,0.003170759,0.000469488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038857,"about_ca_system_score_gemma":0.03235307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044894,"about_ca_topic_score_gemma":0.01651707,"domain_scores_codex":[0.970941,0.01398567,0.001287406,0.001086197,0.006422107,0.006277577],"domain_scores_gemma":[0.9503417,0.01181395,0.009162874,0.001712712,0.01216869,0.01480016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001723131,0.002221358,0.3040637,0.0006782843,0.00006227394,0.005178199,0.3515356,0.001871493,0.004689302,0.05063973,0.01744206,0.2614457],"study_design_scores_gemma":[0.00002382658,0.0005282442,0.2256289,0.000503768,0.00001931027,0.001247543,0.6571233,0.003041492,0.002421448,0.008278452,0.101024,0.0001597691],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303442,0.000964669,0.003925906,0.03554538,0.0001709612,0.0002293749,0.00003329881,0.00008026409,0.02870588],"genre_scores_gemma":[0.9956298,0.0001852403,0.000881289,0.0004093086,0.00003159393,0.00003102382,0.000009228512,0.000007808211,0.002814635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02026668,"threshold_uncertainty_score":0.1071817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08074946981120797,"score_gpt":0.4106972235532938,"score_spread":0.3299477537420858,"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."}}