{"id":"W2961741888","doi":"10.5539/elt.v12n8p44","title":"The Analysis of the Problems in Business English Teaching Assessment System and Suggestions for Improvements","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong University of Foreign Studies","keywords":"Business English; College English; Curriculum; Mathematics education; Psychology; Quality (philosophy); Vocabulary; Teaching method; Teaching and learning center; Needs analysis; Test (biology); Higher education; Foreign language; Pedagogy; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.002778213,0.0001864935,0.0003373606,0.0002198999,0.0008750922,0.0003786192,0.000334464,0.00005377097,0.0000478793],"category_scores_gemma":[0.001087635,0.0001134,0.0001532135,0.000127924,0.00007216573,0.0002428028,0.0001207793,0.0007812069,5.517803e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000346,"about_ca_system_score_gemma":0.00003132854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003823594,"about_ca_topic_score_gemma":0.004136681,"domain_scores_codex":[0.9982706,0.0004551084,0.0004149639,0.0003025272,0.0002398632,0.0003169694],"domain_scores_gemma":[0.9982661,0.0008667446,0.0002758641,0.0004520116,0.0001046188,0.00003465904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007655225,0.00007950361,0.02140491,0.0002743372,0.0004695802,0.000001154173,0.8381769,0.001685486,0.0003470076,0.1173314,0.00004569784,0.02017636],"study_design_scores_gemma":[0.001266018,0.000056223,0.01901958,0.000556712,0.0006548651,9.96206e-7,0.943144,0.01491758,0.00002206678,0.00003322061,0.01992877,0.0003999248],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974171,0.0003965643,0.0001549579,0.00006759066,0.001021643,0.0006290101,0.00004326673,0.0001223475,0.02339356],"genre_scores_gemma":[0.9969227,0.00000207439,0.0001679186,0.00005507536,0.0004156714,0.00007243009,0.00004229366,0.00003007573,0.002291704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1172982,"threshold_uncertainty_score":0.673059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007069954548617107,"score_gpt":0.2350049485412015,"score_spread":0.2279349939925844,"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."}}