{"id":"W4414562516","doi":"10.1523/jneurosci.0520-25.2025","title":"Noninvasive Biomarkers for Assessing the Excitatory/Inhibitory Imbalance in Children with Epilepsy","year":2025,"lang":"en","type":"article","venue":"Journal of Neuroscience","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Magnetoencephalography; Epilepsy; Electroencephalography; Neurotypical; Electrophysiology; Inhibitory postsynaptic potential; Visual cortex; Transcranial magnetic stimulation; Evoked potential","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":[0.0005125668,0.0006722385,0.0003983123,0.001107049,0.0001328055,0.0003507703,0.0002130411,0.0004145812,0.0008206927],"category_scores_gemma":[0.001839742,0.0001321448,0.0001506576,0.0004394592,0.0001899721,0.0003812062,0.0003631233,0.0004088926,0.0002322659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182381,"about_ca_system_score_gemma":0.0001838259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006709219,"about_ca_topic_score_gemma":0.001249708,"domain_scores_codex":[0.9997314,0.00007179263,0.00004163519,0.00004926848,0.00007094052,0.00003500345],"domain_scores_gemma":[0.9993109,0.0002555536,0.0002488497,0.00003577664,0.00009306297,0.00005593577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002342373,0.00008222126,0.9530452,0.00006135168,0.00003730584,0.0004379254,0.0001078311,0.0003241183,0.01878935,0.00008214352,0.0002427647,0.02655552],"study_design_scores_gemma":[0.0000219759,0.0004672224,0.9870808,0.00003123089,0.0000552127,0.002002639,0.0002671081,0.002780749,0.00640422,0.000159937,0.0007144114,0.00001457614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933021,0.0009779795,0.003994342,0.00008511294,0.00001636491,0.00005029251,0.0004330479,0.0000778647,0.001063009],"genre_scores_gemma":[0.9937391,0.0005541389,0.004895165,0.00004239641,0.00001905228,0.00007069213,0.0003771417,0.000008341631,0.0002938485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001107049,"threshold_uncertainty_score":0.002745509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830243526527443,"score_gpt":0.2830594161549512,"score_spread":0.2647569808896768,"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."}}