{"id":"W3001304777","doi":"10.1002/hbm.24930","title":"Functional brain networks of patients with epilepsy exhibit pronounced multiscale periodicities, which correlate with seizure onset","year":2020,"lang":"en","type":"article","venue":"Human Brain Mapping","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Regional Development Fund; Research Promotion Foundation","keywords":"Ictal; Epilepsy; Electroencephalography; Neuroscience; Scalp; Epileptic seizure; Psychology; Brain activity and meditation; Audiology; Medicine; Surgery","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":[0.0001475061,0.0002380839,0.000140316,0.0004277377,0.0001139608,0.0002085008,0.00008407634,0.0001499429,0.0009689241],"category_scores_gemma":[0.0009235255,0.00006647792,0.0001229797,0.0003657648,0.0001875263,0.0002954417,0.0001916771,0.0001335198,0.0001507895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323743,"about_ca_system_score_gemma":0.00007918794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077105,"about_ca_topic_score_gemma":0.002351325,"domain_scores_codex":[0.9999179,0.00002148389,0.000006520406,0.00002660449,0.00001458284,0.00001300113],"domain_scores_gemma":[0.9997486,0.0001074441,0.0000902493,0.00001930026,0.00001739796,0.00001698099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008665311,0.0001529318,0.6326575,0.0002601176,0.0004467638,0.001588759,0.0008620743,0.01567402,0.1647766,0.001013749,0.001140205,0.1805607],"study_design_scores_gemma":[0.0000033577,0.0001296484,0.9853967,0.000005938944,0.00003059935,0.000739058,0.0001402324,0.008911133,0.003323223,0.0007696638,0.000543169,0.000007279615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918501,0.0002736233,0.00661561,0.00006280374,0.00000593322,0.00001098794,0.0002811068,0.00003517928,0.0008646199],"genre_scores_gemma":[0.9985417,0.00009932173,0.001014711,0.000006297623,0.000004405658,0.000007200821,0.0002010173,0.000003335516,0.0001220082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001077105,"threshold_uncertainty_score":0.00324142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506560407962618,"score_gpt":0.2080356776493408,"score_spread":0.1829700735697146,"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."}}