{"id":"W1578416982","doi":"10.1002/lnc3.328","title":"Heterogeneity and a <i>Sociolinguistics of Multilingualism</i>: Reconfiguring French Language Pedagogy","year":2012,"lang":"en","type":"article","venue":"Language and Linguistics Compass","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of Ottawa","keywords":"Multilingualism; Sociolinguistics; Translanguaging; Sociology; Neuroscience of multilingualism; Linguistics; Pedagogy; Ideology; Metalinguistics; Relation (database); Politics; Political science; Teaching method","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":[0.003892707,0.0003992734,0.0004171575,0.002273058,0.01865304,0.01474544,0.001119795,0.0009135708,0.003083764],"category_scores_gemma":[0.002957803,0.0001998775,0.0003190773,0.001723425,0.03507553,0.003297833,0.008891112,0.001816973,0.000148743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06579804,"about_ca_system_score_gemma":0.07516599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8438841,"about_ca_topic_score_gemma":0.8735822,"domain_scores_codex":[0.9950464,0.002025912,0.00009602724,0.0004564819,0.0008243541,0.001550743],"domain_scores_gemma":[0.9970313,0.001025197,0.0003150269,0.0001830531,0.0006410988,0.0008041603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004008743,0.00003924539,0.0146892,0.0001116845,0.00001919718,0.0005327972,0.4700887,0.0005633168,0.000822451,0.4635577,0.002735717,0.04679992],"study_design_scores_gemma":[0.00001623189,0.00006407409,0.03028212,0.0005383152,0.00004168939,0.0004080357,0.6758377,0.001062861,0.0008825312,0.06105099,0.2297471,0.00006829712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6519083,0.006701449,0.00719415,0.03271672,0.0001407552,0.00005795814,0.0000797681,0.0001454147,0.3010554],"genre_scores_gemma":[0.9968352,0.0003067983,0.000386789,0.0002030481,0.000008732537,0.000006077416,0.000006488307,0.00001056425,0.002236265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8438841,"threshold_uncertainty_score":0.4774004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05430655682815469,"score_gpt":0.4490836181508018,"score_spread":0.3947770613226471,"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."}}