{"id":"W4313226493","doi":"10.26529/cepsj.1442","title":"The Universal Genre Sphere: A Curricular Model Integrating GBA and UDL to Promote Equitable Academic Writing Instruction for EAL University Students","year":2022,"lang":"en","type":"article","venue":"Center for Educational Policy Studies Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Universal Design for Learning; Mathematics education; Computer science; Pedagogy; Academic writing; Universal design; Sociology; Psychology; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007120619,0.0004865338,0.0004063426,0.002821505,0.002438939,0.005714736,0.00173206,0.001600843,0.005472002],"category_scores_gemma":[0.00891611,0.0003740168,0.0005941174,0.001269485,0.003537627,0.004785574,0.008228184,0.002297913,0.002348092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005209776,"about_ca_system_score_gemma":0.01475217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002782621,"about_ca_topic_score_gemma":0.006173993,"domain_scores_codex":[0.9958092,0.00237557,0.0002370354,0.0003700123,0.0008779443,0.000330134],"domain_scores_gemma":[0.9946056,0.001137742,0.0003796182,0.0006944879,0.0009065828,0.002275959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000152156,0.002181013,0.01426509,0.0007325434,0.00002224446,0.0002396994,0.02465312,0.003302854,0.00483588,0.4406186,0.01656215,0.4924347],"study_design_scores_gemma":[0.000413654,0.001389626,0.02302647,0.002498691,0.0000885611,0.000717346,0.02110231,0.01944209,0.005687446,0.2800917,0.6453979,0.0001441262],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1926202,0.00191221,0.3123433,0.03064888,0.001136954,0.002316813,0.0002737252,0.002306448,0.4564415],"genre_scores_gemma":[0.5757217,0.001089185,0.3818246,0.004240072,0.0001736857,0.002477652,0.0002242803,0.0002353816,0.03401341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007120619,"threshold_uncertainty_score":0.03779972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265827061432827,"score_gpt":0.3433276946358042,"score_spread":0.300669424021476,"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."}}