{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01012669,0.0003629117,0.0005300167,0.004055923,0.03839505,0.01401484,0.002772889,0.002033941,0.003006507],"category_scores_gemma":[0.0249567,0.000431934,0.0003943799,0.008322376,0.02164163,0.003527929,0.00722424,0.004005143,0.0001649544],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3295597,"about_ca_system_score_gemma":0.3860796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937789,"about_ca_topic_score_gemma":0.9930669,"domain_scores_codex":[0.9883574,0.002358748,0.0004391027,0.0008247003,0.003895343,0.004124733],"domain_scores_gemma":[0.9740319,0.0110263,0.002022835,0.0005439859,0.008938157,0.003436866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004274361,0.00006399513,0.02741393,0.0001151213,0.00001244672,0.0006509978,0.8733813,0.0003601138,0.0003931626,0.08075027,0.00298252,0.01383347],"study_design_scores_gemma":[0.0000109953,0.00001684115,0.04075344,0.000324646,0.00001701077,0.00005702137,0.9020789,0.0006388268,0.0002632244,0.00326643,0.05251877,0.00005388099],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9124818,0.001793147,0.0007033733,0.01557701,0.00006176774,0.0001680351,0.0002280007,0.00002238023,0.06896447],"genre_scores_gemma":[0.9940188,0.0007995993,0.0003473097,0.0006892241,0.000008519657,0.00005078471,0.00007670836,0.00001309868,0.003995999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6704403,"threshold_uncertainty_score":0.7776157,"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."}}