{"id":"W4413063051","doi":"10.1111/ijal.12818","title":"Identity, Politics and Power: Stories of Teaching Language in Quebec","year":2025,"lang":"en","type":"article","venue":"International Journal of Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University","funders":"Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Identity (music); Negotiation; Sociology; Politics; Pedagogy; Power (physics); Isolation (microbiology); Linguistics; Psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006020252,0.00004789579,0.0001179302,0.0002771324,0.0000556974,0.00006573223,0.0002587474,0.00004597336,0.00002780332],"category_scores_gemma":[0.003877918,0.00004951543,0.00002902319,0.00007935624,0.0001239498,0.00003485812,0.00004157104,0.0001848918,7.670137e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425991,"about_ca_system_score_gemma":0.000516122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02823945,"about_ca_topic_score_gemma":0.01294871,"domain_scores_codex":[0.9991757,0.00003437658,0.0003414438,0.00005067261,0.0003100196,0.00008783233],"domain_scores_gemma":[0.9990475,0.000234229,0.0002154439,0.00004405461,0.0004123687,0.00004643185],"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":[0.00001667606,0.00005661108,0.003307613,0.000007991964,0.00002551563,0.000004844616,0.06309353,0.00001522918,0.00008062933,0.930354,0.0002493095,0.002788073],"study_design_scores_gemma":[0.001251524,0.00003199494,0.01275023,0.000313697,0.00004737711,0.000002816405,0.1462341,0.00005353077,0.0009940472,0.0807221,0.7573935,0.0002050416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6226779,0.0001599904,0.0002492832,0.0008438328,0.003028673,0.00005525773,0.000009232113,0.000006647815,0.3729692],"genre_scores_gemma":[0.9964232,0.00004949915,0.001407716,0.0002683493,0.0007199744,3.640157e-7,0.000001071453,0.000003114124,0.00112668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8496318,"threshold_uncertainty_score":0.9782316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935360523479976,"score_gpt":0.4527265358757556,"score_spread":0.4333729306409558,"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."}}