{"id":"W4379647845","doi":"10.54254/2753-7048/6/20220653","title":"The Impact of Bilingual Education on Children's Language Development","year":2023,"lang":"en","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Bilingual education; Neuroscience of multilingualism; Affect (linguistics); Language development; Psychology; Government (linguistics); Language acquisition; Linguistics; Mathematics education; Developmental psychology; Pedagogy; Communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007582938,0.0001735527,0.0002220261,0.0006295606,0.0008675147,0.0009906226,0.0001729493,0.0002129182,0.006548016],"category_scores_gemma":[0.002511,0.00009717451,0.0002340773,0.0004262339,0.000648495,0.0004814941,0.001027922,0.0003885786,0.0003416349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556873,"about_ca_system_score_gemma":0.002214147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02426104,"about_ca_topic_score_gemma":0.0493847,"domain_scores_codex":[0.9990509,0.000341394,0.00003721045,0.00007969853,0.0002044134,0.0002865137],"domain_scores_gemma":[0.9979383,0.0007259763,0.0003453704,0.00004542456,0.0003562637,0.0005886493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007898796,0.0008206145,0.7287812,0.0007327217,0.000101878,0.005022024,0.0356515,0.0001926355,0.007669062,0.004624803,0.003089001,0.2125247],"study_design_scores_gemma":[0.00002615817,0.0003481097,0.9648553,0.0002587366,0.00008839564,0.0009730223,0.01772941,0.000051934,0.002405959,0.0004935094,0.01275107,0.00001848084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644466,0.003466409,0.00007193912,0.0009683167,0.00002913511,0.00001057029,0.0001543476,0.00001253066,0.03084022],"genre_scores_gemma":[0.9950857,0.002100284,0.00009924129,0.00007110144,0.000008952899,0.000008568537,0.00004032766,0.000006059164,0.002579776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02426104,"threshold_uncertainty_score":0.04823965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372332882401855,"score_gpt":0.397704576438003,"score_spread":0.3739812476139844,"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."}}