{"id":"W2140205112","doi":"","title":"Do You Speak Global?: The Spread of English and the Implications for English Language Teaching","year":2008,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Linguistics; English language; Computer science; Mathematics education; Sociology; Psychology; Philosophy","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002570264,0.0002139309,0.0004833266,0.0001352411,0.001574777,0.001182964,0.001653849,0.00005092268,0.001126531],"category_scores_gemma":[0.002512618,0.0001277742,0.0002093111,0.0001112386,0.0006040421,0.000950767,0.0003945593,0.0005469533,0.000001632447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003472144,"about_ca_system_score_gemma":0.00005793964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001913823,"about_ca_topic_score_gemma":0.0002366167,"domain_scores_codex":[0.9981845,0.0004720145,0.0005278214,0.0002648739,0.000279163,0.0002716061],"domain_scores_gemma":[0.9971691,0.001155224,0.0006579248,0.0004961846,0.0004347989,0.00008678391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003455137,0.0003100824,0.2061799,0.0001559724,0.0005660955,0.000004638218,0.4641868,0.0001482018,0.0007441783,0.1822698,0.1067296,0.03835931],"study_design_scores_gemma":[0.002611145,0.00003519585,0.1690574,0.0005492349,0.0003721452,0.00002208079,0.05165452,0.00008205021,0.0003568895,0.0154895,0.7591032,0.000666616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8631755,0.01809498,0.0001387957,0.0006065521,0.0007763588,0.0006943907,0.0001697055,0.0000667858,0.116277],"genre_scores_gemma":[0.9956023,0.001377041,0.00009240169,0.0002545517,0.001387459,0.00004911725,0.00001149044,0.00003031108,0.001195302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6523736,"threshold_uncertainty_score":0.9998539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939381215274527,"score_gpt":0.4921297753034724,"score_spread":0.2981916537760197,"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."}}