{"id":"W4213412628","doi":"10.1177/10738584221076133","title":"Neurobehavioral and Clinical Comorbidities in Epilepsy: The Role of White Matter Network Disruption","year":2022,"lang":"en","type":"article","venue":"The Neuroscientist","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Epilepsy; Disconnection; White matter; Neuroscience; Connectome; Psychology; Generalizability theory; Neuromodulation; Cognition; Neuroplasticity; Connectomics; Medicine; Magnetic resonance imaging; Developmental psychology; Functional connectivity; Central nervous system; Radiology","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":[0.0007755037,0.0003428377,0.0005067726,0.001211514,0.0002783389,0.00106277,0.0002581952,0.0004032685,0.0008198942],"category_scores_gemma":[0.002242534,0.000112625,0.0003823076,0.001513433,0.0007567201,0.000884952,0.0006089647,0.0006835695,0.0001024944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000674845,"about_ca_system_score_gemma":0.001220262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004784654,"about_ca_topic_score_gemma":0.01180129,"domain_scores_codex":[0.9997582,0.00007468186,0.00004106361,0.00004358631,0.00006062561,0.00002179169],"domain_scores_gemma":[0.9991197,0.0004403912,0.0002419425,0.00002468037,0.0001177696,0.00005558504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003656256,0.00005705335,0.1299334,0.007310249,0.00124348,0.002696573,0.001174074,0.002702216,0.006019042,0.01573834,0.009380331,0.8233795],"study_design_scores_gemma":[0.00005609563,0.0004103639,0.7141463,0.009337675,0.001145955,0.02482018,0.002094314,0.002979219,0.003183787,0.06151159,0.1801759,0.0001385786],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09219724,0.8805346,0.005067901,0.01233819,0.0003564354,0.00004596225,0.000510991,0.00004581477,0.00890285],"genre_scores_gemma":[0.3588064,0.6318026,0.004936523,0.001957662,0.0008895711,0.00005978119,0.0003798501,0.00001328157,0.001154143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004784654,"threshold_uncertainty_score":0.009513617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043752714065643,"score_gpt":0.3329556506276106,"score_spread":0.3025181234869542,"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."}}