{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003109629,0.0003366872,0.0006443197,0.0001109984,0.0001070303,0.00007989323,0.0002228218,0.0000963876,0.001442507],"category_scores_gemma":[0.0001260213,0.00025585,0.0001332406,0.0002820567,0.0001101857,0.0002112458,0.000160983,0.0004035144,0.0005074887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116385,"about_ca_system_score_gemma":0.00006012758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003475296,"about_ca_topic_score_gemma":0.0008022994,"domain_scores_codex":[0.997227,0.0003110257,0.0004915982,0.000621221,0.0005689952,0.0007802048],"domain_scores_gemma":[0.9985774,0.0001441948,0.00006570159,0.0005192514,0.00006188783,0.0006316011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001074453,0.001790651,0.9674466,0.0002130453,0.000121918,0.001413551,0.02267065,0.000002367766,0.00003135011,0.00002169499,0.003372495,0.001841176],"study_design_scores_gemma":[0.006731845,0.003907736,0.9726607,0.0001746763,0.00002524449,0.0000652916,0.01542511,0.0001017375,0.00007746576,0.00004463713,0.000552821,0.0002327769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853101,0.0001790493,0.00001960727,0.01160596,0.0000681295,0.001445561,0.0001080291,0.0001108407,0.001152716],"genre_scores_gemma":[0.9940489,0.00002668323,0.0001077671,0.003230274,0.0001959669,0.000271382,0.0001427968,0.00005297717,0.001923258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00873879,"threshold_uncertainty_score":0.9999894,"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."}}