{"id":"W2311521479","doi":"10.14288/1.0064666","title":"Knowledge economy discourses and language regulation : an analysis of policy processes in adult English language education in Canada","year":2012,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language policy; English language; Knowledge economy; Linguistics; Political science; Sociology; Economics; Economy; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001086091,0.00003082507,0.0001833826,0.0002039364,0.00006471437,0.00004501731,0.00008078579,0.00002455601,0.0002212765],"category_scores_gemma":[0.00007863619,0.0000832788,0.00002375128,0.0001841165,0.00007022906,0.000530347,0.00002118895,0.00007408964,2.741196e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352083,"about_ca_system_score_gemma":0.0005257245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970136,"about_ca_topic_score_gemma":0.9999263,"domain_scores_codex":[0.999533,0.00005917607,0.00009847045,0.0001277367,0.00005169557,0.0001299477],"domain_scores_gemma":[0.999617,0.00004763376,0.00009543573,0.00009843674,0.00009094256,0.0000505711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003501378,0.0001601647,0.3040679,0.0001480818,0.00004316858,0.000003755509,0.3013292,0.00002534893,0.000009088038,0.0001324739,0.00005969868,0.3940176],"study_design_scores_gemma":[0.0001486436,0.000006895076,0.628068,0.00005585437,0.00003902266,6.664041e-7,0.3713948,0.0001239181,5.326366e-7,0.000004368193,0.00009710357,0.00006024446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891385,0.0006541297,0.00000138725,0.0000137861,0.00004548889,0.00006795745,0.00006013088,0.00001093932,0.01000761],"genre_scores_gemma":[0.9990167,0.00001149018,0.00001551513,0.00002064783,0.00009438859,4.741693e-7,0.00008557842,0.000005496192,0.0007497119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939573,"threshold_uncertainty_score":0.3396011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005613633730588392,"score_gpt":0.1977458745613577,"score_spread":0.1921322408307693,"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."}}