{"id":"W4411223905","doi":"10.1093/cercor/bhaf138","title":"The fractal dimension of resting state EEG increases over age in children","year":2025,"lang":"en","type":"article","venue":"Cerebral Cortex","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"","keywords":"Resting state fMRI; Fractal dimension; Electroencephalography; Dimension (graph theory); Neuroscience; Psychology; Audiology; Fractal; Medicine; Mathematics; Mathematical analysis; Pure mathematics","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":[0.000145804,0.0001043046,0.000136795,0.0000752961,0.0001238999,0.00005830647,0.0002935499,0.00003079707,0.00001044358],"category_scores_gemma":[0.0003686242,0.00007144099,0.00004404689,0.0002664945,0.0001318561,0.0001191473,0.0002311818,0.0001738966,0.000006417187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001969289,"about_ca_system_score_gemma":0.00003553178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004176164,"about_ca_topic_score_gemma":0.0001435215,"domain_scores_codex":[0.998991,0.0001231809,0.0002523583,0.0002629117,0.0001554019,0.0002151134],"domain_scores_gemma":[0.9991204,0.0005132149,0.00009455271,0.0002265176,0.00001556114,0.00002978133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001554038,0.0001941316,0.5175814,0.00002844847,0.00001816497,0.00004665289,0.0003696832,0.0001354624,0.4491833,0.002356025,0.002460483,0.0274708],"study_design_scores_gemma":[0.0003752854,0.00005859399,0.8705447,0.0001130738,0.000004446567,0.000007433607,0.0000203989,0.001261655,0.1253043,0.002021951,0.0001966123,0.00009161015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978025,0.0000717959,0.00001680545,0.0001136025,0.0001570277,0.0001646036,0.000008892999,0.00003727624,0.001627519],"genre_scores_gemma":[0.9989036,0.00001490032,0.000042056,0.0004516908,0.00001587869,0.00000304851,0.000001944655,0.000006963768,0.0005598804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3529632,"threshold_uncertainty_score":0.2913279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236767846876297,"score_gpt":0.2656955134224477,"score_spread":0.2533278349536847,"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."}}