{"id":"W2987211171","doi":"10.1016/j.neuroimage.2019.116359","title":"Neural representations of phonology in temporal cortex scaffold longitudinal reading gains in 5- to 7-year-old children","year":2019,"lang":"en","type":"article","venue":"NeuroImage","topic":"Reading and Literacy Development","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute on Deafness and Other Communication Disorders; National Institutes of Health; Vanderbilt University","keywords":"Phonology; Rhyme; Inferior frontal gyrus; Psychology; Superior temporal gyrus; Reading (process); Cognitive psychology; Speech perception; Perception; Middle temporal gyrus; Developmental psychology; Audiology; Functional magnetic resonance imaging; Neuroscience; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002330596,0.0001580246,0.0003165178,0.0005302965,0.00002101424,0.00002106237,0.0002515067,0.00007936505,0.0004735604],"category_scores_gemma":[0.00006654624,0.0001675348,0.00005578502,0.0005837486,0.00004049337,0.0001184458,0.00009359657,0.000259355,0.0004285242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004505644,"about_ca_system_score_gemma":0.00002317814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002018106,"about_ca_topic_score_gemma":0.0001807443,"domain_scores_codex":[0.9982192,0.0001684858,0.0005038833,0.000569782,0.0001443094,0.0003943191],"domain_scores_gemma":[0.9991473,0.000125424,0.0001136636,0.0005123671,0.00002709547,0.00007415231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001044917,0.0001464597,0.9890484,0.000007206782,0.00001167828,0.00008979365,0.002218057,0.00007250528,0.005532605,0.000582275,0.001501822,0.0006846723],"study_design_scores_gemma":[0.001017245,0.0001298339,0.9978754,0.00003328143,0.000003986812,0.00004702647,0.0001820415,0.00006716586,0.0002358923,0.0000384083,0.0002250972,0.0001446143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863895,0.00001664667,0.00001168893,0.0003792469,0.0005690783,0.0004590943,0.00001770257,0.00003479663,0.01212231],"genre_scores_gemma":[0.9947724,0.000002695776,0.0003763108,0.000305592,0.00003765204,0.00003037635,0.0000311586,0.00002642872,0.004417409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008826974,"threshold_uncertainty_score":0.6831869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02790825282647737,"score_gpt":0.3328954311102879,"score_spread":0.3049871782838106,"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."}}