{"id":"W2906182762","doi":"10.1017/s1366728919000282","title":"MAPLE: A Multilingual Approach to Parent Language Estimates","year":2019,"lang":"en","type":"article","venue":"Bilingualism Language and Cognition","topic":"Language Development and Disorders","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology; Context (archaeology); Socioeconomic status; Task (project management); Neuroscience of multilingualism; Diversity (politics); Sample (material); Quality (philosophy); Developmental psychology; Linguistics; Sociology; Geography; Demography","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":[0.01931723,0.0008833063,0.0008088474,0.004681038,0.001311673,0.002405017,0.001791842,0.000637894,0.008592664],"category_scores_gemma":[0.07634922,0.0007259979,0.0006008862,0.003606957,0.0005213547,0.002290504,0.005627412,0.001251329,0.001328289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232373,"about_ca_system_score_gemma":0.00181859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006259566,"about_ca_topic_score_gemma":0.01686927,"domain_scores_codex":[0.9782054,0.01640194,0.001325659,0.001807602,0.001944118,0.0003152813],"domain_scores_gemma":[0.9370378,0.04218355,0.006129797,0.006314207,0.007849822,0.0004847078],"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":[0.001009788,0.0004241292,0.0918242,0.002625722,0.000810997,0.0008964629,0.06417676,0.004006956,0.008813698,0.02244693,0.01874918,0.7842151],"study_design_scores_gemma":[0.0003357922,0.001544443,0.4261696,0.00256135,0.001195028,0.002774389,0.05797412,0.07311966,0.03451341,0.07600176,0.3229202,0.0008902594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08773777,0.0006708913,0.8777998,0.0009524809,0.0001480677,0.003101252,0.007784175,0.002536896,0.01926866],"genre_scores_gemma":[0.2669202,0.000568977,0.7114643,0.000294488,0.00007149582,0.01278246,0.00209792,0.0006403116,0.005159758],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01931723,"threshold_uncertainty_score":0.1021606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838213710765614,"score_gpt":0.3133378956476401,"score_spread":0.294955758539984,"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."}}