{"id":"W2970997859","doi":"10.1002/wcs.1515","title":"Developmental sociolinguistics: Children's acquisition of language variation","year":2019,"lang":"en","type":"review","venue":"Wiley Interdisciplinary Reviews Cognitive Science","topic":"Language Development and Disorders","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Sociolinguistics; Psycholinguistics; Variation (astronomy); Sociocultural linguistics; Sociolinguistics of sign languages; Linguistics; Variety (cybernetics); Developmental linguistics; Psychology; Second-language acquisition; Language acquisition; Context (archaeology); Language development; Comprehension approach; Sociology of language; Applied linguistics; Sociology; Cognitive science; Computer science; Quantitative linguistics; Language education; Natural language; Developmental psychology; Artificial intelligence; Cognition; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001805637,0.0006615514,0.00207092,0.0006950389,0.0002888012,0.00007055989,0.001033085,0.0002837434,0.002571945],"category_scores_gemma":[0.0004274334,0.0005143734,0.0006186495,0.001334671,0.0007715474,0.0002608908,0.001114854,0.0004544487,0.004066629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003014892,"about_ca_system_score_gemma":0.0007452873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000149401,"about_ca_topic_score_gemma":0.00000341747,"domain_scores_codex":[0.9957685,0.0004295278,0.001465831,0.001181201,0.0005304829,0.0006244376],"domain_scores_gemma":[0.9975013,0.0002975027,0.001393771,0.0003854168,0.0002801238,0.0001419059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001746736,0.0001635057,0.000048044,0.003536446,0.0001649175,0.00001745781,0.02219113,2.026813e-8,0.000005376208,0.0002356538,0.0008206808,0.9727993],"study_design_scores_gemma":[0.005237674,0.001746163,0.01673249,0.4237015,0.01110244,0.00154495,0.03458394,0.00001739276,0.00003967626,0.001202731,0.494143,0.009948032],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000270845,0.9691855,0.0004731749,0.000006310563,0.001276137,0.002676861,0.0002755802,0.00005459067,0.02578103],"genre_scores_gemma":[0.001776105,0.9948202,0.0006881013,0.00008877861,0.0002884193,0.0003487658,0.0008614601,0.00006197087,0.001066162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9628513,"threshold_uncertainty_score":0.9997308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05425149503818722,"score_gpt":0.4133333204443272,"score_spread":0.35908182540614,"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."}}