{"id":"W1965399175","doi":"10.1017/s0047404513000171","title":"Roberto Cagliero &amp; Jennifer Jenkins (eds.), Discourses, communities, and Global Englishes. Bern: Peter Lang, 2010. Pp. 240. Pb. $70.95.","year":2013,"lang":"en","type":"article","venue":"Language in Society","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociology; Anthropology; Humanities; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000214187,0.0003046349,0.0003490409,0.00003191293,0.0003986575,0.0006166371,0.0004063414,0.0001540274,0.004290092],"category_scores_gemma":[0.0003150455,0.0002768041,0.0002040438,0.00007276948,0.0005502149,0.0004651449,0.0003887672,0.0004067544,0.0002522351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357294,"about_ca_system_score_gemma":0.00003803186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1054364,"about_ca_topic_score_gemma":0.1148818,"domain_scores_codex":[0.9984988,0.00009825615,0.0002909933,0.0002875842,0.0003075955,0.0005167801],"domain_scores_gemma":[0.9987496,0.0001054469,0.0001065157,0.000497409,0.0003945418,0.0001464624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006931305,0.0002171921,0.04544936,0.0001341161,0.0001195549,0.00002888539,0.4752408,0.000001669844,0.00002176478,0.002159722,0.4756798,0.0009402246],"study_design_scores_gemma":[0.001877311,0.00006683412,0.01783654,0.0001679772,0.0001833861,0.000005466129,0.5602721,0.0000835387,0.00005607569,0.00124915,0.4170469,0.001154717],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656904,0.00772793,0.00001403201,0.0001053918,0.004268286,0.0003248438,0.0004881908,0.0001578598,0.02122302],"genre_scores_gemma":[0.9668751,0.00137169,0.0006803306,0.001962917,0.007365279,0.00003055502,0.0005298374,0.00004827424,0.02113607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08503129,"threshold_uncertainty_score":0.9999684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717202141720608,"score_gpt":0.2330561715915469,"score_spread":0.2158841501743408,"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."}}