{"id":"W4414798634","doi":"10.1080/07908318.2025.2565210","title":"Framed to fit? A critical exploration of western academic culture in English as additional language learners textbooks","year":2025,"lang":"en","type":"article","venue":"Language Culture and Curriculum","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Language proficiency; Language assessment; Higher education; Academic writing; English for academic purposes; Teaching method; English language; Cultural competence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001718543,0.0001115962,0.0001606634,0.0001044795,0.0001368545,0.00005132231,0.0001490064,0.000238097,0.0008681401],"category_scores_gemma":[0.002208016,0.00009387531,0.00004375287,0.0003872924,0.0001234644,0.0002392475,0.00003374444,0.000345743,0.00002877486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004152629,"about_ca_system_score_gemma":0.0001384099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751716,"about_ca_topic_score_gemma":0.002248714,"domain_scores_codex":[0.9990188,0.0001291853,0.0002042455,0.0002128798,0.0002133866,0.0002214541],"domain_scores_gemma":[0.9995065,0.00008377255,0.00004454837,0.00009556532,0.000131502,0.0001381395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000109564,0.00009748118,0.001705409,0.00004861173,0.000009323579,0.000006753814,0.9271568,0.000003204037,0.0004535522,0.03138615,0.03062947,0.008492262],"study_design_scores_gemma":[0.0002802941,0.00003540068,0.0006958135,0.0002647728,0.0000169049,9.178509e-7,0.6200228,0.0000089207,0.000369909,0.0005372556,0.3775925,0.0001744706],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640788,0.002660196,0.000047865,0.004346104,0.0005982255,0.0005949766,0.0002284111,0.0001453917,0.1273],"genre_scores_gemma":[0.9678612,0.0001098856,0.0002429131,0.003123818,0.0006235289,0.0000746164,0.000129398,0.00000660049,0.02782808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346963,"threshold_uncertainty_score":0.9505525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963304375030851,"score_gpt":0.4447309437394933,"score_spread":0.4150978999891848,"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."}}