{"id":"W3177989530","doi":"10.1101/2021.07.07.21259385","title":"Neural Fragility of the Intracranial EEG Network Decreases after Surgical Resection of the Epileptogenic Zone","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Epilepsy; Fragility; Biomarker; Disconnection; Epilepsy surgery; Electroencephalography; Medicine; Resection; Neuroscience; Psychology; Surgery; Biology","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":[0.0001409663,0.0002535702,0.0001280371,0.0003780972,0.0001275488,0.0003982402,0.0001241484,0.0001939077,0.001964387],"category_scores_gemma":[0.001806052,0.0000649242,0.0001101585,0.000179813,0.0003184164,0.0002916152,0.0004625923,0.000260915,0.0002458449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238824,"about_ca_system_score_gemma":0.0001213903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008566962,"about_ca_topic_score_gemma":0.0009189029,"domain_scores_codex":[0.9999034,0.00001572555,0.000007370627,0.00001995657,0.00003107506,0.00002234949],"domain_scores_gemma":[0.999451,0.000184225,0.0001945813,0.00003648446,0.00005737426,0.00007634074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002357502,0.0002048572,0.4505519,0.0003410024,0.0003411981,0.004137612,0.001455599,0.01466852,0.3479438,0.0009856599,0.002744147,0.1742683],"study_design_scores_gemma":[0.00001457056,0.0007098212,0.9344651,0.00003523042,0.00007067231,0.003382135,0.0005734988,0.01373172,0.04447424,0.001140443,0.001371037,0.00003159378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939765,0.0001904869,0.004649373,0.00008837902,0.00001184748,0.00001002581,0.0002799897,0.00009880053,0.0006946221],"genre_scores_gemma":[0.9989386,0.00007334426,0.0006274586,0.00001333873,0.000005404079,0.000008668047,0.0001411809,0.00001086071,0.0001811343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001964387,"threshold_uncertainty_score":0.006571531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329327731181436,"score_gpt":0.2645999975382609,"score_spread":0.2413067202264465,"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."}}