{"id":"W4361283853","doi":"10.1016/j.jslw.2023.100990","title":"Critical language awareness and English for Research Publication Purposes","year":2023,"lang":"en","type":"article","venue":"Journal of Second Language Writing","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Affordance; Critical theory; Critical discourse analysis; Sociology; Applied linguistics; Critical thinking; Hegemony; English language; Equity (law); Epistemology; Linguistics; Social science; Political science; Computer science; Politics; Pedagogy; Law","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":[0.07737659,0.001315344,0.002058249,0.01425761,0.008188576,0.0334974,0.002617944,0.005900966,0.08287226],"category_scores_gemma":[0.3528678,0.0009575315,0.0008452861,0.0139603,0.01402834,0.02781741,0.009648918,0.007347885,0.01998473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003198116,"about_ca_system_score_gemma":0.01342841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004004,"about_ca_topic_score_gemma":0.001130173,"domain_scores_codex":[0.9229699,0.05778319,0.006335867,0.003056462,0.006772335,0.003082144],"domain_scores_gemma":[0.4109826,0.4042959,0.03514224,0.07353503,0.06180018,0.01424404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004605598,0.0003277709,0.001378978,0.002457874,0.00004620964,0.0005155805,0.03213728,0.0000835899,0.001960608,0.6708624,0.1365386,0.1532306],"study_design_scores_gemma":[0.0001312951,0.0002496825,0.003433003,0.005967355,0.00009351198,0.0008151504,0.02194359,0.001030493,0.005162552,0.345201,0.6158319,0.0001404649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0275259,0.03336322,0.06558686,0.2026227,0.04925474,0.002031133,0.00513631,0.002293292,0.6121857],"genre_scores_gemma":[0.6563895,0.02472627,0.07858753,0.01465537,0.03380808,0.01045002,0.003269553,0.00326858,0.174845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08287226,"threshold_uncertainty_score":0.4092114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0860563818314957,"score_gpt":0.4074070186819434,"score_spread":0.3213506368504477,"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."}}