{"id":"W2097863871","doi":"10.18806/tesl.v31i2.1176","title":"A Comparative Genre Study of Spoken English Produced by Chinese EFL Learners and Native English Speakers","year":2011,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argumentative; Argumentation theory; Linguistics; Argument (complex analysis); Psychology; Sociology; Humanities; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002021197,0.000448172,0.0006780548,0.003390708,0.002213288,0.002587104,0.0005289738,0.0005487771,0.002656142],"category_scores_gemma":[0.007021746,0.000178262,0.0003617574,0.001602872,0.001472492,0.001346785,0.001564354,0.0006335338,0.0003909395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371,"about_ca_system_score_gemma":0.0008967535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005104947,"about_ca_topic_score_gemma":0.009064147,"domain_scores_codex":[0.9989053,0.0003834475,0.0001155189,0.0001693336,0.0003334565,0.00009292617],"domain_scores_gemma":[0.9923508,0.004716048,0.0007234132,0.0002502938,0.001381416,0.0005781408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001982957,0.0001953175,0.06842357,0.0004313876,0.0000266725,0.002888078,0.8747505,0.00003058674,0.01235868,0.001223272,0.0005416603,0.03893194],"study_design_scores_gemma":[0.00004177822,0.0005459953,0.2693709,0.0002472294,0.00006027813,0.002684988,0.7064024,0.0006463043,0.003928953,0.0005684428,0.01543147,0.00007124371],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956633,0.0001424004,0.000177464,0.00005270748,0.00001402974,0.00002831946,0.00004036293,0.000003271526,0.003878128],"genre_scores_gemma":[0.9932197,0.000367994,0.0008037406,0.00005299383,0.00002455094,0.00007664414,0.0001307441,0.00001376924,0.005309904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005104947,"threshold_uncertainty_score":0.0106892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782635541030487,"score_gpt":0.250168890375346,"score_spread":0.2223425349650411,"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."}}