{"id":"W3105086774","doi":"10.1126/sciadv.abc6457","title":"Network-based atrophy modeling in the common epilepsies: A worldwide ENIGMA study","year":2020,"lang":"en","type":"article","venue":"Science Advances","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":198,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"UCB Pharma; National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; Fundação de Amparo à Pesquisa do Estado de São Paulo; Universidade Estadual de Campinas; National Health and Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Medical Research Council; Hospital for Sick Children; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; State Government of Victoria; Canada Research Chairs; Conselho Nacional de Desenvolvimento Científico e Tecnológico; McDonnell Center for Systems Neuroscience; National Institutes of Health; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University College London; Centre Azrieli de recherche sur l'autisme, Institut et Hôpital Neurologiques de Montréal; University College London Hospitals NHS Foundation Trust; Ministero dell’Istruzione, dell’Università e della Ricerca; Sick Kids Foundation; Royal Melbourne Hospital Neuroscience Foundation; National Institute on Aging; National Institute for Health and Care Research; European Commission; National Science Foundation; Science Foundation Ireland; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; Epilepsy Society","keywords":"Atrophy; Epilepsy; Neuroscience; Medicine; Computer science; Pathology; Biology","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":[0.001078891,0.0001652456,0.0002085686,0.00009815513,0.0008962187,0.0001476031,0.001100733,0.00001356452,0.000007729367],"category_scores_gemma":[0.006115383,0.0001153238,0.00004569557,0.003123854,0.0006574923,0.0008726273,0.0001856162,0.0002642965,0.00002979949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005453781,"about_ca_system_score_gemma":0.0001176138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002555305,"about_ca_topic_score_gemma":0.0002643157,"domain_scores_codex":[0.997252,0.0002676049,0.0002486759,0.0007916056,0.0009436454,0.0004964008],"domain_scores_gemma":[0.9959528,0.003526615,0.00008030804,0.0003218673,0.0000471517,0.00007127348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001091826,0.0002021673,0.03160613,0.0000122481,0.000001585362,0.00004263466,0.004188244,0.9504843,0.007428018,0.0008182844,0.0001998819,0.0049073],"study_design_scores_gemma":[0.002388636,0.002627535,0.01641803,0.0001053894,0.00002887064,0.000009871254,0.0194624,0.9202746,0.008527493,0.02044573,0.008594788,0.001116665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972362,0.0003095212,0.001764744,0.02326121,0.0004067016,0.000655597,0.000003459767,0.0001002767,0.001136428],"genre_scores_gemma":[0.9769935,0.000005498232,0.0003161836,0.0224332,0.0001525197,0.00008405429,1.601638e-7,0.00000798423,0.000006928829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03020973,"threshold_uncertainty_score":0.7321127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07652790780612222,"score_gpt":0.3073887429659548,"score_spread":0.2308608351598325,"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."}}