{"id":"W1584967548","doi":"10.1111/weng.12110","title":"English in higher education in Cambodia","year":2014,"lang":"en","type":"article","venue":"World Englishes","topic":"Cambodian History and Society","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Enthusiasm; English language; Phenomenon; Higher education; Institution; Pedagogy; Test of English as a Foreign Language; Sociology; English studies; Mathematics education; Psychology; Political science; Social science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005124979,0.0001129152,0.0001136606,0.0007791693,0.001661386,0.00112268,0.0002444744,0.0003327971,0.008934259],"category_scores_gemma":[0.000903572,0.00008639479,0.00005431987,0.00106205,0.000908665,0.000622248,0.001416184,0.0004318968,0.0002591345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178963,"about_ca_system_score_gemma":0.00316053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03624766,"about_ca_topic_score_gemma":0.07005547,"domain_scores_codex":[0.9995913,0.0001594617,0.00001685127,0.00002636028,0.00002408459,0.0001820829],"domain_scores_gemma":[0.9991651,0.0002537325,0.0001747759,0.00002008682,0.00007036281,0.0003160307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001449267,0.0003105528,0.6171598,0.002445009,0.00002976902,0.01213233,0.1819902,0.0004602408,0.0086967,0.02278339,0.008588096,0.145259],"study_design_scores_gemma":[0.000009703004,0.0000777501,0.8187026,0.000976153,0.000005593754,0.000776867,0.1406781,0.0001383885,0.0005250458,0.0004808992,0.03761714,0.00001175164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693937,0.003826954,0.00004903375,0.003673789,0.00004869729,0.00002469523,0.00008489556,0.000002700547,0.02289563],"genre_scores_gemma":[0.9970371,0.0008439716,0.00003944769,0.0002144226,0.000009181425,0.000007634154,0.00002336472,6.362374e-7,0.0018244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03624766,"threshold_uncertainty_score":0.0720734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01723317004338845,"score_gpt":0.2652409846060656,"score_spread":0.2480078145626771,"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."}}