{"id":"W3082547040","doi":"10.5539/elt.v13n9p119","title":"A Language Teacher in the ESP Classroom: Can We be a Successful Dweller in This Strange and Uncharted Land?","year":2020,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Psychology; Pedagogy; Mathematics education; Linguistics; Computer science; Library science; Philosophy","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":[0.001121222,0.0003045941,0.0003532084,0.0001969818,0.000278135,0.0004385639,0.0003865989,0.0001077213,0.0044028],"category_scores_gemma":[0.000685672,0.0002249019,0.00008350397,0.0001116596,0.00009590688,0.0003024281,0.00008146857,0.00206236,0.00001744941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004651523,"about_ca_system_score_gemma":0.00002523022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01885393,"about_ca_topic_score_gemma":0.03889954,"domain_scores_codex":[0.9976276,0.0008019005,0.0003485809,0.0004473804,0.0002876394,0.0004869348],"domain_scores_gemma":[0.999143,0.0003440581,0.0001037454,0.0002895221,0.00001350667,0.000106155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002286588,0.00007336368,0.006295227,0.00005941452,0.00002315171,0.0003438591,0.9672164,0.0000112461,0.000110883,0.001633488,0.0007111562,0.02349889],"study_design_scores_gemma":[0.001421255,0.0000882442,0.0004491115,0.0001388175,0.00003174492,0.000007781268,0.9476053,0.000866538,0.00002101381,0.00002212456,0.04893454,0.0004135639],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253955,0.002668161,0.000005647149,0.00356206,0.0001420513,0.0002707681,0.00003495942,0.0001892338,0.0677316],"genre_scores_gemma":[0.9930366,0.00001664748,0.00005219084,0.003113093,0.001478869,0.00002935224,0.00007349396,0.00005223445,0.002147564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06764104,"threshold_uncertainty_score":0.9965073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114335621726378,"score_gpt":0.2384664179574698,"score_spread":0.217323061740206,"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."}}