{"id":"W7111443850","doi":"","title":"English in higher education:English medium instruction literature review","year":2020,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"University of Oxford; US-UK Fulbright Commission","keywords":"Perspective (graphical); Field (mathematics); Quality assurance; Quality (philosophy); Medium of instruction","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":[0.00624954,0.0005376529,0.001827093,0.01518862,0.0009438117,0.003230979,0.001151613,0.001309427,0.008483234],"category_scores_gemma":[0.02326898,0.0004781942,0.001101831,0.01990647,0.001130098,0.003511278,0.002158853,0.001260029,0.001106594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791251,"about_ca_system_score_gemma":0.01636893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007732966,"about_ca_topic_score_gemma":0.02553521,"domain_scores_codex":[0.995622,0.00150961,0.001265365,0.0002924755,0.001061012,0.0002494885],"domain_scores_gemma":[0.9685489,0.02282322,0.003132499,0.0004319057,0.00435768,0.0007057606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001108169,0.0001367834,0.002011003,0.4315815,0.0007179865,0.0006500767,0.002310583,0.000164415,0.0004241886,0.003646901,0.03640495,0.5218408],"study_design_scores_gemma":[0.00003276471,0.0001725184,0.0153787,0.5951524,0.001828098,0.001184564,0.005861187,0.00006205956,0.000326294,0.001440377,0.3785194,0.00004158376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001047252,0.9941303,0.0001418207,0.001557413,0.0002964204,0.00006983061,0.0001710517,0.000006124678,0.002579844],"genre_scores_gemma":[0.01172147,0.9856484,0.0004532538,0.001030565,0.0002070543,0.0001025945,0.0001995765,0.000005086237,0.0006320348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01518862,"threshold_uncertainty_score":0.03305113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005380393806107,"score_gpt":0.2757577576481313,"score_spread":0.1752197182675206,"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."}}