{"id":"W4221065676","doi":"10.37213/cjal.2022.31515","title":"Current Trends in Critical Discourse Analyses of Textbooks: A Look at Selected Literature","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Critical discourse analysis; Situated; Content analysis; Applied linguistics; Perspective (graphical); Sociology; Discourse analysis; Systemic functional linguistics; Critical theory; Critical thinking; Linguistics; Pedagogy; Psychology; Social science; Epistemology; Political science; Computer science; Ideology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002730473,0.0001246708,0.0002802504,0.0008183795,0.0003815378,0.00009079251,0.0002011823,0.00002803448,0.003583464],"category_scores_gemma":[0.0005973719,0.0001148149,0.00009284861,0.0001822143,0.0001739515,0.00001438029,0.00002284753,0.0008624677,0.00000198712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950131,"about_ca_system_score_gemma":0.0003922749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075304,"about_ca_topic_score_gemma":0.026063,"domain_scores_codex":[0.9989254,0.00006678801,0.0004244154,0.0001175076,0.0001958949,0.0002699992],"domain_scores_gemma":[0.9990823,0.000126468,0.0002022418,0.0001172171,0.0002348665,0.0002369435],"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":[0.0002428989,0.0002665613,0.003352315,0.000193905,0.000245232,0.001660458,0.3426197,0.003590436,0.0002128455,0.5855177,0.02232792,0.03977006],"study_design_scores_gemma":[0.001204752,0.0003712272,0.0008653642,0.0003064891,0.0002995817,0.00009069909,0.02948736,0.0005215346,0.000110515,0.002283852,0.963936,0.000522602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8384355,0.01281042,0.00002306598,0.0002496791,0.003624152,0.0001078214,0.0005189996,0.00002323964,0.1442071],"genre_scores_gemma":[0.9979458,0.000003557016,0.00009174852,0.0001022034,0.001183503,0.000002315211,0.00004776146,0.00001911233,0.0006039447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9416081,"threshold_uncertainty_score":0.9973274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908437702116398,"score_gpt":0.3258429551167055,"score_spread":0.2867585780955415,"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."}}