{"id":"W2954862850","doi":"10.5539/ies.v12n7p20","title":"Identity Construction of Chinese Business English Teachers from the Perspective of ESP Theory","year":2019,"lang":"en","type":"article","venue":"International Education Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong University of Foreign Studies","keywords":"Business English; Identity (music); English studies; Mathematics education; Construct (python library); Pedagogy; English for specific purposes; Sociology; Perspective (graphical); Psychology; Linguistics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002254176,0.00006682338,0.0001200066,0.00006284593,0.00008076498,0.00003724928,0.0001470993,0.0000142755,0.001525951],"category_scores_gemma":[0.001513776,0.00004410111,0.00005031303,0.00003979612,0.0002210907,0.0002772152,0.00003754339,0.00009860635,0.00001332664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005070895,"about_ca_system_score_gemma":0.00005631374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002983575,"about_ca_topic_score_gemma":0.0004279147,"domain_scores_codex":[0.9994471,0.00007472315,0.0001664311,0.0001080428,0.0001609551,0.00004272982],"domain_scores_gemma":[0.9973339,0.0003970203,0.0002045342,0.00010771,0.001949849,0.000006994426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001877797,0.00006888927,0.06544635,0.000009333516,0.0003812741,4.546014e-8,0.4560662,0.00001361608,0.00004481705,0.4719804,0.000329825,0.005640501],"study_design_scores_gemma":[0.0001894595,0.00001127247,0.0788534,0.00007415369,0.0000310045,6.812542e-7,0.8620604,0.000005381043,0.00002829058,0.04695193,0.01172286,0.00007112775],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513479,0.001903473,0.00002544279,0.0005160654,0.006197058,0.00006294024,0.00002520859,0.00001733293,0.03990453],"genre_scores_gemma":[0.9955291,0.00004267029,0.00009782515,0.0001223482,0.0008090218,0.000007304951,0.00001848505,0.00000554031,0.003367662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4250285,"threshold_uncertainty_score":0.9993868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002185575623309,"score_gpt":0.3202856120953982,"score_spread":0.3002637563391651,"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."}}