{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005489094,0.0002749244,0.0004058854,0.0002540821,0.0003648802,0.00007779891,0.0004981883,0.00009096451,0.002785412],"category_scores_gemma":[0.0001420428,0.0002557579,0.0001507369,0.0004428614,0.0001303859,0.0002301984,0.0004847884,0.0007864881,0.00009974639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004103932,"about_ca_system_score_gemma":0.0007718281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231826,"about_ca_topic_score_gemma":0.00008047158,"domain_scores_codex":[0.9966646,0.0002467943,0.0005833622,0.0009122769,0.0009775927,0.0006153772],"domain_scores_gemma":[0.9982746,0.0001679896,0.0001320853,0.001023713,0.00009828041,0.0003033436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001299794,0.001031136,0.9851911,0.00002735676,0.0001359513,0.00131223,0.00006625307,0.008938446,0.0002522374,0.00006880052,0.0007525026,0.0009241798],"study_design_scores_gemma":[0.00523409,0.0008486239,0.5110756,0.00007225083,0.00005253544,0.00007118349,0.0002040968,0.480286,0.0001694297,0.0009307762,0.0007841343,0.000271268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934163,0.001587424,0.001204543,0.0009136801,0.0002574866,0.0009192224,0.001141504,0.000103816,0.0004560194],"genre_scores_gemma":[0.98857,0.00001928801,0.003808914,0.0002416165,0.0003068302,0.0003685333,0.006469694,0.00004800967,0.0001671307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4741155,"threshold_uncertainty_score":0.9999894,"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."}}