{"id":"W2171209805","doi":"10.5539/elt.v8n1p21","title":"A Survey on College English Writing in China: A Cultural Perspective","year":2014,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Perspective (graphical); China; Sentence; Mathematics education; Questionnaire; Linguistics; College English; Pedagogy; Sociology; Social science; History","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002141519,0.000324423,0.0004809055,0.0002825136,0.0005392283,0.0003471415,0.0003333153,0.00005974548,0.0005558636],"category_scores_gemma":[0.007720165,0.0002692262,0.0001611149,0.0001105099,0.0001909136,0.0004595925,0.0001252352,0.0008624541,0.00002910621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001811,"about_ca_system_score_gemma":0.00001709017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009144951,"about_ca_topic_score_gemma":0.03507812,"domain_scores_codex":[0.9974547,0.0008000157,0.0003813223,0.0004995469,0.0003655838,0.0004988343],"domain_scores_gemma":[0.9986584,0.0005684794,0.0001383329,0.0003710268,0.0001922319,0.00007158333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001712158,0.0001224228,0.001750698,0.00001003109,0.00007723877,0.00003371957,0.7987943,0.00004168069,0.000006349643,0.1959905,0.00191219,0.001243789],"study_design_scores_gemma":[0.0007316289,0.0001001395,0.005242439,0.0001610662,0.00004147569,5.654447e-7,0.9883445,0.0002781413,0.0000195273,0.0002024636,0.004420241,0.0004578324],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5932452,0.0003195511,0.00000631856,0.00005515254,0.0004813405,0.0001240206,0.00008786367,0.0002127823,0.4054678],"genre_scores_gemma":[0.9927222,0.000004273954,0.00007566377,0.0002319644,0.003668716,0.00002688782,0.000071287,0.0000479491,0.003151112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4023167,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459215696071456,"score_gpt":0.277481471382066,"score_spread":0.2628893144213514,"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."}}