{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001786654,0.0002992636,0.0009175082,0.0001280706,0.0001308815,0.00006420438,0.0004604976,0.0001333361,0.0001427275],"category_scores_gemma":[0.003769121,0.0002343572,0.0002437716,0.000560555,0.0004296247,0.0002065869,0.0003018815,0.0006561697,0.00006734411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004723485,"about_ca_system_score_gemma":0.0008953498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003817345,"about_ca_topic_score_gemma":0.0005273796,"domain_scores_codex":[0.9952851,0.0005080666,0.001560082,0.00137873,0.0007597115,0.0005082884],"domain_scores_gemma":[0.9943023,0.001914083,0.0003466369,0.00227656,0.0007304078,0.0004300497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004984283,0.0128849,0.9169654,0.0001398884,0.0003836573,0.001401374,0.0001322258,0.000004132267,0.001251846,0.0004444426,0.003048259,0.05835965],"study_design_scores_gemma":[0.003285437,0.01293144,0.9692561,0.0001805358,0.0006874293,0.0001124279,0.001233946,0.004982848,0.002793272,0.0006939298,0.003497653,0.000344974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482589,0.0002012972,0.03978574,0.006356889,0.0005526266,0.003421525,0.0005598128,0.0001108998,0.0007523331],"genre_scores_gemma":[0.9818358,0.0001236755,0.01559444,0.0002993568,0.0005124786,0.0001424374,0.0007356229,0.00006023348,0.000695938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05801467,"threshold_uncertainty_score":0.955681,"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."}}