{"id":"W3040063220","doi":"10.1080/01434632.2020.1789154","title":"Elite appropriation of English as a medium of instruction policy and epistemic inequalities in Himalayan schools","year":2020,"lang":"en","type":"article","venue":"Journal of Multilingual and Multicultural Development","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Elite; Appropriation; Medium of instruction; Inequality; Sociology; Linguistics; Political science; Pedagogy; Philosophy; Politics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006454109,0.0001181619,0.0003238397,0.0001806125,0.00008325794,0.00002847787,0.0001002073,0.00009820916,0.00001350612],"category_scores_gemma":[0.006496353,0.00009096548,0.00004443059,0.0002540675,0.0001486766,0.0002522562,0.00003734708,0.0002019506,7.381898e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067424,"about_ca_system_score_gemma":0.0009013226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651727,"about_ca_topic_score_gemma":0.0002403561,"domain_scores_codex":[0.9983261,0.0001534109,0.0008706094,0.0001219839,0.000364794,0.0001631605],"domain_scores_gemma":[0.9981121,0.0001282347,0.0006081674,0.00003578479,0.0008967257,0.0002189378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001771041,0.00007668824,0.01195384,0.0002088298,0.00003572708,0.000001523907,0.8965557,0.00001913775,0.00538059,0.0006140836,0.00001056011,0.08496626],"study_design_scores_gemma":[0.006989928,0.0003419748,0.2680348,0.001153413,0.00005856136,0.00002166255,0.6153512,0.0001792012,0.0606559,0.0002797614,0.0463435,0.0005901383],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972062,0.0002721866,0.000001959642,0.001600455,0.0002804284,0.0001791755,0.000003384173,0.000007755461,0.0004484978],"genre_scores_gemma":[0.9950856,0.0007902861,0.003287127,0.0001409383,0.0005828717,0.000002352783,0.000003090778,0.000005059338,0.0001026539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2812045,"threshold_uncertainty_score":0.7777211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05136661604974597,"score_gpt":0.3766457210977124,"score_spread":0.3252791050479665,"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."}}