{"id":"W7134199321","doi":"10.14288/bctj.v11i1.652","title":"Aligning English for Academic Purposes with College Writing Expectations: Insights from One Canadian College","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"English for academic purposes; Curriculum; Academic writing; Higher education; Academic institution; Qualitative research; Institution; College English; Discipline","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":[0.008909451,0.0007317927,0.0006054072,0.003789616,0.03452646,0.01180715,0.003185824,0.00187483,0.003263496],"category_scores_gemma":[0.02143506,0.0005758379,0.0003634347,0.004935296,0.01156727,0.002849319,0.005821005,0.004462553,0.0004686621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08644947,"about_ca_system_score_gemma":0.1280598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9457192,"about_ca_topic_score_gemma":0.9828601,"domain_scores_codex":[0.990898,0.002523064,0.000271282,0.0008967357,0.003163986,0.002246965],"domain_scores_gemma":[0.9740086,0.009874583,0.001423704,0.0005420343,0.00749245,0.006658641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002990673,0.0000929872,0.008181111,0.00005351842,0.000003343068,0.0009821176,0.97601,0.00005164611,0.000791245,0.001816635,0.001803044,0.01018439],"study_design_scores_gemma":[0.000003239102,0.00002126928,0.00723448,0.00006106553,0.000003662311,0.0001308935,0.980055,0.0001408414,0.0002057947,0.0002022989,0.01191341,0.00002800309],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698939,0.0002956397,0.0007372081,0.004962156,0.000062932,0.00015209,0.0001420475,0.00002543978,0.02372855],"genre_scores_gemma":[0.9874906,0.0004783793,0.001019969,0.001166786,0.00001827371,0.000044174,0.00009798159,0.00005538241,0.009628497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08644947,"threshold_uncertainty_score":0.6272378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297436300317252,"score_gpt":0.3004478165753024,"score_spread":0.2574734535721299,"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."}}