{"id":"W2793978211","doi":"10.1093/brain/awx341","title":"Structural brain abnormalities in the common epilepsies assessed in a worldwide ENIGMA study","year":2017,"lang":"en","type":"article","venue":"Brain","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":531,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; Engineering and Physical Sciences Research Council; Fonds de Recherche du Québec - Santé; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; School of Medicine, New York University; National Institutes of Health; Epilepsy Society; National Institute of Mental Health; Saastamoisen säätiö; Regione Emilia-Romagna; Natural Sciences and Engineering Research Council of Canada; Xiamen University; University College London Hospitals NHS Foundation Trust; Università Degli Studi di Modena e Reggio Emila; Universidad Nacional Autónoma de México; Hospital for Sick Children; Epilepsy Research UK; Ministero della Salute; National Natural Science Foundation of China; Kuopion Yliopistollinen Sairaala; National Health and Medical Research Council; Fundação de Amparo à Pesquisa do Estado de São Paulo; Universidade Estadual de Campinas; Itä-Suomen Yliopisto; Cardiff University; Medical Research Council; University of Liverpool; King's College London; University of California, San Diego; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ohio State University; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; South London and Maudsley NHS Foundation Trust; National Institute for Health and Care Research; Finding A Cure for Epilepsy and Seizures; European Commission; Morris and Alma Schapiro Fund; National Science Foundation; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Health and Care Research Wales","keywords":"Neuroscience; Epilepsy; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001336746,0.0001757139,0.0003665231,0.0001847373,0.0002475954,0.0001789238,0.0004072455,0.00005110245,0.00008152568],"category_scores_gemma":[0.001097191,0.0001101324,0.00006941058,0.0001335809,0.0001665577,0.0001979887,0.0001170186,0.000390468,0.00002296735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009781986,"about_ca_system_score_gemma":0.0001092063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00405876,"about_ca_topic_score_gemma":0.03265572,"domain_scores_codex":[0.9980661,0.0004900087,0.000300367,0.0002507287,0.0004442641,0.0004485507],"domain_scores_gemma":[0.9979569,0.0009803326,0.00008473374,0.0008579301,0.00002954656,0.00009051303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002235259,0.000411606,0.9858617,0.00003107856,0.00004344769,0.001254863,0.005356642,0.00000202422,0.00005796706,0.0006673522,0.001710516,0.004379241],"study_design_scores_gemma":[0.004612093,0.000620986,0.9837091,0.0000831308,0.00001170979,0.0000348342,0.009030233,0.00008907254,0.00005565256,0.001075202,0.0005746069,0.000103395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630342,0.0001242278,5.832763e-7,0.02969294,0.00005678429,0.001178847,0.00001160002,0.00002147333,0.005879312],"genre_scores_gemma":[0.9970056,0.000006747097,0.00004176289,0.001083312,0.00009354649,0.0001734014,0.00002388217,0.0000153729,0.001556337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03397141,"threshold_uncertainty_score":0.9849958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04988181153724389,"score_gpt":0.3792822497821035,"score_spread":0.3294004382448597,"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."}}