{"id":"W4409519188","doi":"10.5539/ells.v15n2p11","title":"Teach Us English But Without Its Cultural Values","year":2025,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Linguistics; Philosophy","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":[0.0003714375,0.0001619556,0.0002305157,0.0001013114,0.0006503231,0.0003203623,0.0001421018,0.0001186366,0.00004372067],"category_scores_gemma":[0.004985217,0.000123147,0.00005867631,0.0003683269,0.0002105308,0.0002906683,0.00006450699,0.0002679319,0.000003608814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004046752,"about_ca_system_score_gemma":0.00008174836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002602646,"about_ca_topic_score_gemma":0.00029925,"domain_scores_codex":[0.9989345,0.0001991515,0.0001636089,0.0002546222,0.0001680519,0.0002800327],"domain_scores_gemma":[0.9988835,0.0001672321,0.00004717326,0.0001323044,0.000681993,0.00008782681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008326058,0.00002371616,0.00199234,0.00005133859,0.00007024952,0.000005722355,0.9676368,2.014075e-7,0.00002445022,0.01214039,0.01335646,0.004690053],"study_design_scores_gemma":[0.0001954564,0.00000910256,0.000584496,0.0001325211,0.00002454727,2.682573e-7,0.5644114,0.000001270958,0.0001371127,0.00007815944,0.4343063,0.0001193648],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.742919,0.05533597,3.399043e-7,0.000584756,0.00196051,0.0001718672,0.0000231451,0.0001771075,0.1988273],"genre_scores_gemma":[0.8985644,0.00211474,0.0001136799,0.0008801068,0.003919672,0.00002403829,0.00001902211,0.000006948386,0.09435742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4209499,"threshold_uncertainty_score":0.596813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363266242834403,"score_gpt":0.4291249977014067,"score_spread":0.4054923352730627,"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."}}