{"id":"W4409207660","doi":"10.1017/s0305000925000169","title":"Modeling monolingual and bilingual children’s language attitudes towards variation in metropolitan France","year":2025,"lang":"en","type":"article","venue":"Journal of Child Language","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal; Université du Québec à Chicoutimi","funders":"LabEx ASLAN; Université de Lyon; Agence Nationale de la Recherche","keywords":"Normative; Psychology; Variation (astronomy); Neuroscience of multilingualism; Developmental psychology; Linguistics; Language development; Class (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001055937,0.0001180496,0.0002559122,0.0004708139,0.0001803835,0.00008935123,0.0002282384,0.0001103078,0.00007297155],"category_scores_gemma":[0.001123912,0.0001077647,0.00008126802,0.0003945171,0.00007704458,0.0002049601,0.00003128466,0.0003647981,0.000001929269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001805,"about_ca_system_score_gemma":0.000606529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01791245,"about_ca_topic_score_gemma":0.003267475,"domain_scores_codex":[0.9986784,0.0001818263,0.0004529787,0.0001486183,0.0002887509,0.0002493721],"domain_scores_gemma":[0.999397,0.00008214222,0.0001652032,0.0001252383,0.0001167149,0.0001136977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001334784,0.0006130419,0.0466232,0.00009472283,0.0002102862,0.0000576409,0.8209062,0.001955187,0.001110975,0.04459525,0.0001990485,0.083501],"study_design_scores_gemma":[0.008860796,0.0002932053,0.7090483,0.001650515,0.0003142576,0.000132234,0.254849,0.00927747,0.003219236,0.003102106,0.007772968,0.001479986],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798561,0.005351719,0.000297536,0.002254371,0.000405379,0.000129379,0.00000600102,0.00002123174,0.0116783],"genre_scores_gemma":[0.9965491,0.0002721616,0.0006819429,0.001132979,0.0008355489,0.000001188508,0.000001953248,0.0000090811,0.0005160994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.662425,"threshold_uncertainty_score":0.9886274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147088458870857,"score_gpt":0.4036741434422162,"score_spread":0.3889652975551305,"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."}}