{"id":"W2724457496","doi":"10.5539/elt.v10n8p11","title":"Unwelcome? English as a Medium of Instruction (EMI) in the Arabian Gulf","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medium of instruction; Psychology; Arabic; Class (philosophy); Qualitative research; Action research; Perspective (graphical); Foreign language; Pedagogy; Mathematics education; Semitic languages; Focus group; Linguistics; Sociology; Social science; 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":[0.003313549,0.0002213902,0.0002823138,0.0004031,0.005045804,0.006390676,0.0008033116,0.001324306,0.003145223],"category_scores_gemma":[0.00725212,0.0001649223,0.0001388193,0.0006665762,0.005870955,0.003376292,0.003562802,0.002150428,0.0003586812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002704944,"about_ca_system_score_gemma":0.003791947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115775,"about_ca_topic_score_gemma":0.01762616,"domain_scores_codex":[0.9974021,0.001567559,0.00005968216,0.0001634184,0.000306275,0.000500979],"domain_scores_gemma":[0.9953826,0.002432807,0.0008140015,0.000144691,0.0005069515,0.0007189515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002597792,0.0002147503,0.03541956,0.0005730198,0.00001418234,0.003501091,0.8320072,0.00009268583,0.003322354,0.03681879,0.004307368,0.08346926],"study_design_scores_gemma":[0.00001182501,0.0001266506,0.02337639,0.0004505515,0.00001621273,0.0005031741,0.9346117,0.00006524789,0.00115992,0.002101905,0.03756024,0.00001610655],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652147,0.001794801,0.0003463033,0.0132836,0.0001515242,0.00001247906,0.00001672818,0.00001124464,0.01916865],"genre_scores_gemma":[0.9963258,0.0006731721,0.0001909594,0.0007424154,0.00001970845,0.000007671723,0.000007018424,0.00000598823,0.002027185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115775,"threshold_uncertainty_score":0.02218562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507048545236563,"score_gpt":0.255836533279333,"score_spread":0.2407660478269673,"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."}}