{"id":"W4406200238","doi":"10.1038/s41598-025-85635-6","title":"The level of cognitive functioning in school-aged children is predicted by resting EEG Directed Phase Lag Index","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Cognition; Electroencephalography; Resting state fMRI; Psychology; Phase lag; Cognitive psychology; Cognitive skill; Effects of sleep deprivation on cognitive performance; Audiology; Developmental psychology; Neuroscience; Medicine; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003087649,0.0003860408,0.0002286226,0.0009183419,0.0001368041,0.0005316961,0.0001873087,0.000291116,0.001432939],"category_scores_gemma":[0.002048579,0.0001406697,0.0003282226,0.0004127078,0.000289828,0.000372989,0.0003668068,0.0003640011,0.0002891259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747677,"about_ca_system_score_gemma":0.0002023506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004645708,"about_ca_topic_score_gemma":0.004761348,"domain_scores_codex":[0.9998662,0.0000163192,0.00001875941,0.00003829558,0.00002518802,0.00003529452],"domain_scores_gemma":[0.9989066,0.0002809288,0.0005024889,0.00005091241,0.00009638655,0.000162693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001046875,0.00003312803,0.9934494,0.00001668347,0.00002736434,0.000193117,0.0002343858,0.00009883566,0.002247586,0.00003409612,0.00006432782,0.003496518],"study_design_scores_gemma":[7.897625e-7,0.0000395498,0.9994596,0.000002020548,0.000005867782,0.0001370235,0.00009471647,0.00007558214,0.0001428766,0.00001527751,0.00002525704,0.000001499641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993585,0.00008941272,0.000109313,0.00001196282,0.000001861406,0.000002221383,0.0001685,0.000009024338,0.0002492376],"genre_scores_gemma":[0.9994741,0.00006781689,0.0001274462,0.000003693068,0.000002006673,0.000004948799,0.0001987915,0.000002091239,0.0001191844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004645708,"threshold_uncertainty_score":0.009237349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04130541445965071,"score_gpt":0.2990423620040322,"score_spread":0.2577369475443815,"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."}}