{"id":"W1984475657","doi":"10.2167/ijm019.0","title":"Theories of Representation in French and English Scholarship on Multilingualism","year":2008,"lang":"en","type":"article","venue":"International Journal of Multilingualism","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multilingualism; Linguistics; Representation (politics); Sociology; Scholarship; Identity (music); Construct (python library); Computer science; Political science; Pedagogy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00146461,0.0001198979,0.0002496015,0.0005607163,0.0001163185,0.00004568323,0.0004236708,0.0001230829,0.00009164271],"category_scores_gemma":[0.01024895,0.0001149953,0.0001042516,0.0002090726,0.000375155,0.0003567823,0.0000363417,0.0003542991,0.000002815269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00011032,"about_ca_system_score_gemma":0.0004800843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451222,"about_ca_topic_score_gemma":0.0004761545,"domain_scores_codex":[0.9976742,0.0003620758,0.000750327,0.0001639082,0.0008721183,0.0001774073],"domain_scores_gemma":[0.9966826,0.0008640849,0.0005831472,0.0001197719,0.001616863,0.0001335027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002972325,0.0005315602,0.1145363,0.00001273053,0.00009418962,0.0001522891,0.8140739,0.0002299818,0.0009467606,0.02654346,0.0001198866,0.04246176],"study_design_scores_gemma":[0.01398334,0.0005360412,0.7098745,0.00155496,0.00007991701,0.0003113942,0.1068851,0.000595914,0.04698451,0.03171144,0.08626284,0.001220083],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904994,0.000261943,0.00001474576,0.0007582747,0.002281776,0.0001095018,0.00001082671,0.0000141827,0.006049376],"genre_scores_gemma":[0.9961817,0.0006996809,0.001033814,0.0003081232,0.001318178,0.000001985546,0.000003853212,0.00001115308,0.000441518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7071888,"threshold_uncertainty_score":0.9980881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09487201526039991,"score_gpt":0.4869455910188171,"score_spread":0.3920735757584172,"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."}}