{"id":"W4415836082","doi":"10.1007/s11571-025-10361-8","title":"Discrimination between focal epilepsy and generalized epilepsy based on the spatial patterns of EEG network","year":2025,"lang":"en","type":"article","venue":"Cognitive Neurodynamics","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Natural Science Foundation of China","keywords":"Epilepsy; Temporal lobe; Electroencephalography; Brain mapping; Brain activity and meditation; Pathophysiology; Functional connectivity; Idiopathic generalized epilepsy; Parietal lobe","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002771219,0.0002166725,0.0002754533,0.0001153873,0.0003413114,0.00004012795,0.0001699909,0.00006460713,0.00001476189],"category_scores_gemma":[0.008658,0.0001712507,0.00009103941,0.0003069627,0.0002991551,0.00007461722,0.0001725725,0.0002777929,0.000004127497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003535355,"about_ca_system_score_gemma":0.00004781473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000434511,"about_ca_topic_score_gemma":0.0001054366,"domain_scores_codex":[0.998052,0.0005609511,0.0002654613,0.000556217,0.0003075544,0.000257829],"domain_scores_gemma":[0.9829316,0.0165416,0.0001440747,0.000214532,0.0001293427,0.00003883821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009274674,0.0003763064,0.8916939,0.0001922574,0.0000872292,0.00003010087,0.0002518248,0.002551683,0.007851009,0.04324248,0.0008906188,0.05190509],"study_design_scores_gemma":[0.0009373516,0.0003156927,0.9152738,0.0001610591,0.00009758872,0.000001200645,0.00005849339,0.07534977,0.004231275,0.003262116,0.0001340768,0.0001775979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363612,0.00001130678,0.05424549,0.006183016,0.0005663507,0.000564873,0.0002921393,0.00004973152,0.001725889],"genre_scores_gemma":[0.9918965,0.00002622438,0.00002738439,0.007718144,0.0001174811,0.0000596995,0.00002497806,0.00002046908,0.0001091153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07279809,"threshold_uncertainty_score":0.9996925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02864885520647301,"score_gpt":0.2707463647472288,"score_spread":0.2420975095407558,"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."}}