{"id":"W2472907097","doi":"10.5539/elt.v9n9p36","title":"Teaching Chinese College ESL Writing: A Genre-based Approach","year":2016,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Reading (process); Psychology; College English; Mathematics education; Pedagogy; Promotion (chess); Teaching method; Language education; Professional writing; Process (computing); Linguistics; Computer science; Communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001404876,0.0005156103,0.0003181824,0.002534918,0.002132735,0.002657491,0.0009089641,0.0004958306,0.003705136],"category_scores_gemma":[0.001701562,0.0001813963,0.0003506105,0.001279027,0.001549204,0.001428216,0.001801265,0.0008222739,0.0004188674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002720664,"about_ca_system_score_gemma":0.003234275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002988448,"about_ca_topic_score_gemma":0.007861343,"domain_scores_codex":[0.9992486,0.000330778,0.00004478215,0.0001427706,0.0001777514,0.00005535071],"domain_scores_gemma":[0.9987928,0.0004770954,0.00008708351,0.00009895711,0.000247581,0.0002965701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001165296,0.001286617,0.01411717,0.0009610061,0.00003639108,0.0008524279,0.1095613,0.0007677344,0.04186772,0.03137127,0.005990459,0.7930714],"study_design_scores_gemma":[0.0004168657,0.002043919,0.1155554,0.002133,0.0004831181,0.00320876,0.2706623,0.0468529,0.05779808,0.06454449,0.4360833,0.0002178726],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6844327,0.002685714,0.1275592,0.00513549,0.0005512911,0.00158114,0.0001315311,0.0004956595,0.1774273],"genre_scores_gemma":[0.8321077,0.002422835,0.1232067,0.0007119337,0.0001970531,0.0008207431,0.000125616,0.0001268287,0.04028053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003705136,"threshold_uncertainty_score":0.01973993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258201541716628,"score_gpt":0.2578571220848668,"score_spread":0.2452751066677005,"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."}}