{"id":"W4288036445","doi":"10.1002/tesq.3172","title":"Addressing Culture in <scp>L2</scp> Writing: Teaching Strategies for the <scp>EAP</scp> Classroom","year":2022,"lang":"en","type":"article","venue":"TESOL Quarterly","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Calgary","funders":"","keywords":"Heuristics; Scholarship; Conceptualization; Second language writing; Pedagogy; Curriculum; Mathematics education; Set (abstract data type); Dialectic; Teaching method; Sociology; Psychology; Second language; Computer science; Linguistics; Theology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001120007,0.000377855,0.0004664554,0.0002072457,0.002797398,0.001254683,0.0006994336,0.0000576048,0.000206075],"category_scores_gemma":[0.0002762655,0.0002791932,0.0003073466,0.0001213225,0.0003338082,0.0006063953,0.0001197238,0.0008541086,0.00002551541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000956475,"about_ca_system_score_gemma":0.00008173475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004369355,"about_ca_topic_score_gemma":0.003203616,"domain_scores_codex":[0.997375,0.0003034245,0.0005606107,0.0004950383,0.0005242868,0.0007416781],"domain_scores_gemma":[0.9971837,0.001886856,0.0002989424,0.0004693139,0.0001095972,0.00005158188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000029286,0.0002153664,0.0003410945,0.0000754922,0.0003377484,0.00003516159,0.6508349,0.000267292,0.0001781481,0.2012931,0.1354073,0.01101144],"study_design_scores_gemma":[0.0003810059,0.0003093152,0.0001016589,0.00004919153,0.0001477925,0.000005313409,0.7057989,0.0009849624,0.000007812167,0.00686234,0.2852882,0.00006351969],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3850073,0.01998721,0.001516268,0.001519104,0.001850757,0.001897311,0.0005967924,0.0007908246,0.5868344],"genre_scores_gemma":[0.9787688,0.00001378907,0.0002219601,0.0007464551,0.001464353,0.0005193817,0.00007668792,0.00006527195,0.01812335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5937614,"threshold_uncertainty_score":0.999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04866969333057101,"score_gpt":0.3029925400436111,"score_spread":0.2543228467130401,"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."}}