{"id":"W3081310575","doi":"10.1093/brain/awaa200","title":"White matter abnormalities across different epilepsy syndromes in adults: an ENIGMA-Epilepsy study","year":2020,"lang":"en","type":"article","venue":"Brain","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":233,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McGill University; Trinity College; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; Fundação de Amparo à Pesquisa do Estado de São Paulo; National Health and Medical Research Council; Natural Sciences and Engineering Research Council of Canada; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; European Regional Development Fund; Eberhard Karls Universität Tübingen; University College London Hospitals NHS Foundation Trust; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Medical Research Council Centre for Neurodevelopmental Disorders; Canada Research Chairs; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Consejo Nacional de Ciencia y Tecnología; Finding A Cure for Epilepsy and Seizures; Science Foundation Ireland; Medical Research Council; National Institute of Mental Health; National Institute on Handicapped Research; Cardiff University; National Institutes of Health; Epilepsy Research UK; University College London; National Institute on Aging; National Institute for Health and Care Research; Sick Kids Foundation; Health and Care Research Wales","keywords":"Epilepsy; White matter; Medicine; Neuroscience; Psychology; Psychiatry; Magnetic resonance imaging; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074424,0.0005555027,0.0006882528,0.001025578,0.0009442028,0.0007390892,0.0005104588,0.0009071917,0.001570777],"category_scores_gemma":[0.002226555,0.0005528793,0.0006723874,0.001198248,0.0004391163,0.0009204798,0.001637758,0.0003970789,0.0004775993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849664,"about_ca_system_score_gemma":0.0003484068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004227244,"about_ca_topic_score_gemma":0.005158197,"domain_scores_codex":[0.999376,0.00008914049,0.0001320671,0.0002580049,0.0000805013,0.00006418516],"domain_scores_gemma":[0.9989101,0.0001242094,0.0004913341,0.0001365229,0.0001514227,0.0001864082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005994599,0.000107222,0.9940258,0.00005536301,0.0002413107,0.0005867758,0.001085478,0.00005272216,0.0009611635,0.00007506205,0.0002545771,0.00195502],"study_design_scores_gemma":[0.0000460743,0.0002505995,0.9971603,0.0000105724,0.00009283896,0.001419246,0.0004686845,0.00006055135,0.00007794725,0.00004245637,0.0003650122,0.000005681536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989268,0.0001531704,0.00007115244,0.00003724619,0.00000216263,0.00003013976,0.0005574478,0.000002316221,0.0002194532],"genre_scores_gemma":[0.9982696,0.00009032703,0.0002027857,0.00005437791,0.00001238934,0.00004500368,0.001126222,0.000004508102,0.0001947734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004227244,"threshold_uncertainty_score":0.008405268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03112181684587456,"score_gpt":0.3219063589491193,"score_spread":0.2907845421032448,"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."}}