{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001971006,0.00008136963,0.0001504723,0.00004041169,0.0001422637,0.00001192676,0.0001033966,0.00006037825,0.00004358928],"category_scores_gemma":[0.0004292245,0.0000778654,0.00001621773,0.0002283871,0.000197134,0.0003858976,0.00002456978,0.00008663956,0.00001070171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005485622,"about_ca_system_score_gemma":0.0006129752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004758854,"about_ca_topic_score_gemma":0.00002851376,"domain_scores_codex":[0.9991524,0.00005214345,0.0001966588,0.0001902201,0.0002908144,0.0001178243],"domain_scores_gemma":[0.998899,0.00006496984,0.0001484596,0.00006301185,0.0007384358,0.0000861049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008000049,0.00004588767,0.004327882,0.0001668317,0.00003901098,1.123049e-7,0.9275326,9.712916e-7,0.00003142486,0.04333038,0.01566022,0.008856726],"study_design_scores_gemma":[0.0001253451,0.00001848643,0.09422873,0.00007030131,0.00001854815,5.317387e-8,0.3727438,8.036331e-8,0.0001596911,0.001006436,0.5315105,0.0001180733],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858866,0.06502007,0.000002284609,0.02825973,0.00365274,0.0002096672,0.000003079948,0.00008310172,0.01688271],"genre_scores_gemma":[0.9793762,0.01597949,0.0002707159,0.000837624,0.001759428,0.000082329,0.000004751708,0.000006293086,0.001683197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5547888,"threshold_uncertainty_score":0.3175259,"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."}}