{"id":"W4281638104","doi":"10.1111/epi.17316","title":"Event‐based modeling in temporal lobe epilepsy demonstrates progressive atrophy from cross‐sectional data","year":2022,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; Medical Research Council; Engineering and Physical Sciences Research Council; Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; National Institutes of Health; National Health and Medical Research Council; Fundação de Amparo à Pesquisa do Estado de São Paulo; Universidade Estadual de Campinas; Medical Research Council Centre for Neurodevelopmental Disorders; Canada Research Chairs; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Hospital for Sick Children; Epilepsy Research UK; Ministero della Salute; Consejo Nacional de Ciencia y Tecnología; Centre Azrieli de recherche sur l'autisme, Institut et Hôpital Neurologiques de Montréal; Ministero dell’Istruzione, dell’Università e della Ricerca; Eberhard Karls Universität Tübingen; South African Medical Research Council; Finding A Cure for Epilepsy and Seizures; European Commission; University College London; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Institute on Aging; Health Research Board; National Institute for Health and Care Research; National Science Foundation; UK Research and Innovation; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Deutsche Forschungsgemeinschaft; Health and Care Research Wales; Epilepsy Society","keywords":"Temporal lobe; Epilepsy; Magnetic resonance imaging; Hippocampal sclerosis; Atrophy; Medicine; Cross-sectional study; Cohort; Psychology; Internal medicine; Neuroscience; Pathology; 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":[0.01321221,0.0008889887,0.0006506575,0.001022401,0.0003487628,0.001009435,0.001094439,0.0009278631,0.002552988],"category_scores_gemma":[0.01508287,0.0005480168,0.001931506,0.0004215148,0.0005304787,0.0005741176,0.0009984842,0.001112269,0.0002728631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005110616,"about_ca_system_score_gemma":0.0005914966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115502,"about_ca_topic_score_gemma":0.007560074,"domain_scores_codex":[0.9979527,0.001363979,0.00009672432,0.0004288617,0.00006699622,0.00009075462],"domain_scores_gemma":[0.9880896,0.01002877,0.000774284,0.0006336399,0.0002969949,0.000176858],"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":[0.001397591,0.0004659248,0.3054729,0.0001359837,0.002157205,0.000543786,0.0004273791,0.6501425,0.001470319,0.003560605,0.001386928,0.0328389],"study_design_scores_gemma":[0.00003325794,0.000151846,0.02218941,0.00001680851,0.0001082498,0.00008279349,0.00003689595,0.9747433,0.0001693655,0.002109207,0.0003448211,0.00001399262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8992009,0.00043655,0.09765124,0.0005421235,0.00007362814,0.0001608036,0.0008839387,0.0003684997,0.0006822421],"genre_scores_gemma":[0.989971,0.0001114388,0.008309284,0.00006462895,0.00001935598,0.0001158816,0.0007261233,0.00002221419,0.0006601863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321221,"threshold_uncertainty_score":0.06987375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08105666249941205,"score_gpt":0.3617668316390651,"score_spread":0.280710169139653,"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."}}