{"id":"W4409327535","doi":"10.1080/01434632.2025.2487606","title":"Endorsing a Standard Language Ideology Complex moderates associations between LX use and proficiency among French learners in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Multilingual and Multicultural Development","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Language proficiency; Ideology; Psychology; Linguistics; Sociology; Developmental psychology; Pedagogy; Political science; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001625178,0.0002552966,0.0002937039,0.0009932994,0.002986358,0.002449472,0.0006174422,0.0004029442,0.00345943],"category_scores_gemma":[0.003717275,0.0002052796,0.0003282887,0.0009145622,0.002058416,0.000478421,0.001318178,0.0007412399,0.000225409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01069151,"about_ca_system_score_gemma":0.01790107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.948779,"about_ca_topic_score_gemma":0.9782586,"domain_scores_codex":[0.9989735,0.0001779827,0.00004634692,0.0001407086,0.0002897528,0.0003718215],"domain_scores_gemma":[0.9962426,0.0007098904,0.0007757224,0.0001343622,0.001127499,0.001009811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006170744,0.00006409702,0.9734804,0.000020041,0.00002132969,0.0000949476,0.0178362,0.00007994078,0.0004715324,0.0003479513,0.0003343324,0.007187488],"study_design_scores_gemma":[0.000004240823,0.00004117517,0.9707607,0.00005782017,0.00001357454,0.00004476138,0.02715629,0.0002265779,0.0001908536,0.00007646936,0.001412039,0.00001548187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983529,0.00005312283,0.0000289138,0.0001087746,0.000002671246,0.000003862603,0.00007085365,0.000001538654,0.001377504],"genre_scores_gemma":[0.9990748,0.00006299319,0.00005034113,0.00002249641,0.000001135819,0.000003912639,0.00005684895,0.000002174881,0.0007252317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05122095,"threshold_uncertainty_score":0.1030452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330345645662545,"score_gpt":0.2821167647537639,"score_spread":0.2388133082971385,"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."}}