{"id":"W4403978325","doi":"10.1080/01434632.2024.2415384","title":"A corpus-assisted discourse study of parental concerns regarding multilingual child-rearing","year":2024,"lang":"en","type":"article","venue":"Journal of Multilingual and Multicultural Development","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Research on Brain Language and Music; McGill University; Concordia University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; National Institutes of Health; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Centre for Research on Brain, Language and Music","keywords":"Linguistics; Psychology; Corpus linguistics; Discourse analysis; Sociology","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":[0.004284392,0.0005800845,0.000487409,0.004172552,0.004912501,0.002150251,0.0009487456,0.0009375956,0.003768298],"category_scores_gemma":[0.01229543,0.0003012283,0.0002391351,0.004881274,0.002514101,0.001771636,0.002604929,0.001119027,0.0005209536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008623452,"about_ca_system_score_gemma":0.006696824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3351155,"about_ca_topic_score_gemma":0.4826328,"domain_scores_codex":[0.9971476,0.001755949,0.0001506459,0.0004186896,0.000361744,0.0001654547],"domain_scores_gemma":[0.9782679,0.01488584,0.001271374,0.001174431,0.00380223,0.0005982067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002523967,0.0003867734,0.0433678,0.0008718917,0.00004329891,0.00197013,0.8771867,0.0005257353,0.01084706,0.002995318,0.006349218,0.05520376],"study_design_scores_gemma":[0.0001158328,0.00021596,0.2131867,0.0007865014,0.00008714569,0.0009204196,0.6695108,0.00268242,0.006657122,0.0009294996,0.1047043,0.0002033599],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857913,0.0006731409,0.002182197,0.0004142269,0.00003671641,0.0003826666,0.003454484,0.0000474002,0.00701788],"genre_scores_gemma":[0.9774806,0.0007908872,0.01116895,0.0001803726,0.00004244473,0.001021782,0.005867171,0.00007940299,0.003368327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3351155,"threshold_uncertainty_score":0.6663299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08099606378829646,"score_gpt":0.4455576274597287,"score_spread":0.3645615636714322,"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."}}