{"id":"W3195399235","doi":"10.1558/wap.19538","title":"Culture and L2 writing","year":2021,"lang":"en","type":"article","venue":"Writing & Pedagogy","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Second language writing; CLARITY; Academic writing; Professional writing; Contrastive analysis; Perception; Rhetoric; Pedagogy; Target culture; Psychology; Sociology; Second language; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004728311,0.0002900325,0.000282508,0.001371322,0.006617167,0.009517544,0.0006840745,0.0007121283,0.004723013],"category_scores_gemma":[0.01787853,0.0001671259,0.0002223614,0.00134227,0.006415798,0.003002197,0.00545264,0.002017984,0.0006091078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002792967,"about_ca_system_score_gemma":0.002529872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007219737,"about_ca_topic_score_gemma":0.006744348,"domain_scores_codex":[0.9917068,0.005654356,0.000358796,0.0004985972,0.001209609,0.0005717365],"domain_scores_gemma":[0.9785258,0.01126766,0.004044136,0.001008571,0.002373356,0.002780472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00013019,0.0002807705,0.1341923,0.0002886453,0.00006637258,0.001099514,0.7424855,0.0002287648,0.001498058,0.02236274,0.002500243,0.09486691],"study_design_scores_gemma":[0.00004174846,0.0002798015,0.1309704,0.0008784775,0.00005447232,0.002332526,0.7800161,0.0006887421,0.002438438,0.01360864,0.06859124,0.00009942799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159926,0.001443217,0.001847282,0.002531955,0.00009511942,0.00003304016,0.00002923904,0.00003115895,0.07799644],"genre_scores_gemma":[0.9964624,0.0004223846,0.0002457055,0.0002634724,0.00001636957,0.00001386057,0.000008698657,0.00002245636,0.002544608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009517544,"threshold_uncertainty_score":0.02500606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079536138833136,"score_gpt":0.3220393582114534,"score_spread":0.291243996823122,"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."}}