{"id":"W3136800861","doi":"10.21125/inted.2021.1582","title":"AN INQUIRY INTO THE INFLUENCES OF L1 CULTURE ON INTERNATIONAL UNDERGRADUATE STUDENTS’ L2 WRITING IN CANADIAN POST-SECONDARY EDUCATION","year":2021,"lang":"en","type":"article","venue":"INTED proceedings","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Computer science; Sociology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003848358,0.0001072661,0.0001053023,0.0001958536,0.0002720868,0.0004124409,0.00034487,0.00004828553,0.0002611511],"category_scores_gemma":[0.000280994,0.00008344341,0.00003551505,0.00008168724,0.0001194293,0.0003901094,0.00003605098,0.000504682,0.00001310726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267557,"about_ca_system_score_gemma":0.0003838079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09360635,"about_ca_topic_score_gemma":0.1736454,"domain_scores_codex":[0.9991097,0.00003295181,0.000252631,0.0001993604,0.0002316787,0.0001736687],"domain_scores_gemma":[0.9992086,0.00003658851,0.0001125725,0.0000694269,0.0005025728,0.00007018225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002481842,0.0001756076,0.06423599,0.0000696117,0.00005896967,0.000004463559,0.7987635,0.00001621849,0.001688297,0.1095308,0.002041047,0.02339073],"study_design_scores_gemma":[0.0003724901,0.0002140283,0.04716002,0.0009130009,0.00002215598,0.00001299231,0.7516099,0.0001532378,0.001192342,0.005131897,0.1929126,0.0003052824],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584087,0.0001706614,3.315165e-7,0.003767291,0.000522191,0.00007255984,0.000003887065,0.00002816092,0.03702629],"genre_scores_gemma":[0.9958344,0.00001686236,0.00004186201,0.001826582,0.000479348,0.00001495958,0.00004696549,0.00001271923,0.001726304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1908716,"threshold_uncertainty_score":0.9124294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936488163873009,"score_gpt":0.3157247803415686,"score_spread":0.2963598987028385,"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."}}