{"id":"W4386137020","doi":"10.3406/ranam.2009.1375","title":"Representations of Multilingualism and Conceptions of Citizenship in an urban, globalized world","year":2009,"lang":"en","type":"article","venue":"Recherches anglaises et nord-américaines","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multilingualism; Sociology; Citizenship; Construct (python library); Ethnography; Field (mathematics); Multiculturalism; Status quo; Gender studies; Linguistics; Political science; Pedagogy; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00121327,0.0001275449,0.0003016962,0.0002761938,0.0001089653,0.00003609186,0.0002037817,0.0001287521,0.0000715327],"category_scores_gemma":[0.003348405,0.0001289434,0.0000763796,0.00105485,0.000360917,0.0001628366,0.00002099474,0.0001625606,0.000001601341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007144408,"about_ca_system_score_gemma":0.0003905642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007361643,"about_ca_topic_score_gemma":0.01134553,"domain_scores_codex":[0.9979398,0.0009053759,0.0004594624,0.0002447829,0.0002153966,0.0002351664],"domain_scores_gemma":[0.9979151,0.001170358,0.0002171687,0.0002406362,0.0003039888,0.0001526917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001492731,0.0009883674,0.2965323,0.00008810154,0.00004042665,0.000004450228,0.4043131,0.0000991554,0.005410672,0.2509874,0.00197971,0.03940702],"study_design_scores_gemma":[0.002908177,0.0002958574,0.8490059,0.0003382459,0.00008641898,0.000003700981,0.07926941,0.000551626,0.003003508,0.04365658,0.02011343,0.0007670804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943615,0.0003253337,0.00002882894,0.004030408,0.0001171417,0.0003137227,0.00002813119,0.00005782453,0.05148365],"genre_scores_gemma":[0.991888,0.000387056,0.004537142,0.0004361245,0.0001454151,0.00001185484,0.00001839125,0.00000896943,0.002567018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5524737,"threshold_uncertainty_score":0.9992484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2987951514835942,"score_gpt":0.5407525038242205,"score_spread":0.2419573523406263,"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."}}