{"id":"W3128667457","doi":"10.37213/cjal.2021.28959","title":"Exploring Canadian Integration through Critical Discourse Analysis of English Language Lesson Plans for Immigrant Learners","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Sociology; Curriculum; Dominance (genetics); Government (linguistics); Discourse analysis; Pedagogy; Political science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00526644,0.0006421357,0.0002943711,0.003284594,0.01589577,0.007865242,0.001345426,0.0009429987,0.002338567],"category_scores_gemma":[0.0100958,0.0002955573,0.0002712056,0.002829069,0.007060559,0.002289581,0.004551739,0.002189911,0.0002051809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05982163,"about_ca_system_score_gemma":0.07773734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8566495,"about_ca_topic_score_gemma":0.93201,"domain_scores_codex":[0.9974325,0.0009232095,0.00008676411,0.0002579845,0.0007534186,0.0005461057],"domain_scores_gemma":[0.9939396,0.002367252,0.0003584056,0.000181416,0.002365666,0.0007875777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001696527,0.00003395084,0.003919773,0.00004737263,0.000003427292,0.0002378855,0.9754035,0.00005490308,0.0005205729,0.006299435,0.001597612,0.01186467],"study_design_scores_gemma":[0.000003425296,0.00001405602,0.006735174,0.0001045762,0.000008475395,0.00003815435,0.9655259,0.0001456341,0.0003583799,0.0006026594,0.02644557,0.00001798455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338533,0.0005950648,0.001936863,0.003666321,0.00007697887,0.0002261737,0.0002505855,0.00005139752,0.0593435],"genre_scores_gemma":[0.9886832,0.0004594358,0.002522663,0.000247013,0.000009595662,0.0001051029,0.0002032228,0.00003807861,0.007731722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433505,"threshold_uncertainty_score":0.4340383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334743568657044,"score_gpt":0.4337294196359424,"score_spread":0.3002550627702381,"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."}}