{"id":"W3186467883","doi":"10.1016/j.nicl.2021.102765","title":"Artificial intelligence for classification of temporal lobe epilepsy with ROI-level MRI data: A worldwide ENIGMA-Epilepsy study","year":2021,"lang":"en","type":"article","venue":"NeuroImage Clinical","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; Medical Research Council; Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada; Centre Azrieli de recherche sur l'autisme, Institut et Hôpital Neurologiques de Montréal; Eberhard Karls Universität Tübingen; University College London Hospitals NHS Foundation Trust; Ministero dell’Istruzione, dell’Università e della Ricerca; Hospital for Sick Children; Epilepsy Research UK; Ministero della Salute; Consejo Nacional de Ciencia y Tecnología; Medical Research Council Centre for Neurodevelopmental Disorders; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Natural Science Foundation of China; National Institute of Mental Health; National Institute on Handicapped Research; Saastamoisen säätiö; National Health and Medical Research Council; Fundação de Amparo à Pesquisa do Estado de São Paulo; National Institutes of Health; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Institute for Health and Care Research; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Deutsche Forschungsgemeinschaft; Finding A Cure for Epilepsy and Seizures; Citizens United for Research in Epilepsy; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; Epilepsy Society; National Science Foundation","keywords":"Temporal lobe; Epilepsy; Hippocampal sclerosis; Magnetic resonance imaging; Artificial intelligence; Diffusion MRI; Neuroimaging; Hippocampal formation; Medicine; Computer science; Psychology; Radiology; Neuroscience","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":[0.01118323,0.001001175,0.0005723897,0.002234085,0.0003912389,0.001916117,0.0009177798,0.001253391,0.0009389535],"category_scores_gemma":[0.02829958,0.0001706043,0.001118997,0.001852323,0.0008269646,0.002200159,0.001092188,0.001813225,0.0003438829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008909345,"about_ca_system_score_gemma":0.0007449225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004803995,"about_ca_topic_score_gemma":0.002359698,"domain_scores_codex":[0.9972748,0.001641859,0.0001664578,0.0003991513,0.000406915,0.0001107465],"domain_scores_gemma":[0.9787709,0.01575017,0.00113815,0.001696033,0.002242683,0.0004020339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006684185,0.0007689401,0.2235269,0.0007353344,0.002420501,0.0007850926,0.000856396,0.1688085,0.002476716,0.01528079,0.01861991,0.5650526],"study_design_scores_gemma":[0.00005040044,0.0006042797,0.07268838,0.0004871526,0.0003612711,0.0008191537,0.001201074,0.8853994,0.003260502,0.0216821,0.01336516,0.00008112167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8094396,0.05279644,0.1053569,0.02100668,0.0006773673,0.0001570635,0.001049213,0.0004200344,0.009096694],"genre_scores_gemma":[0.9676014,0.005655021,0.02265817,0.0007157174,0.0003156189,0.00004636469,0.001456823,0.00007148027,0.001479383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118323,"threshold_uncertainty_score":0.0591433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3323205868319522,"score_gpt":0.4652785547977816,"score_spread":0.1329579679658294,"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."}}