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Public Health Genomics and Precision Health Knowledge Base (v9.0)
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Precision Health Database|Search|Public Health Genomics and Precision Health Knowledge Base (PHGKB)
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Last data update: Apr 25, 2024
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Machine Learning and Artificial Intelligence Applications to Epilepsy: a Review for the Practicing Epileptologist.
Wesley T Kerr et al. Curr Neurol Neurosci Rep 2023
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EEG-Based Epilepsy Prediction: Evaluation Metrics, Data Deficiency and Limitation of Current Methods.
Bowen Xiong et al. Stud Health Technol Inform 2023 3083-10
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The Application of Deep Learning to Electroencephalograms, Magnetic Resonance Imaging, and Implants for the Detection of Epileptic Seizures: A Narrative Review.
Arihant Singh et al. Cureus 2023 15(7) e42460
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Epilepsy classification using artificial intelligence: a web-based application.
Ali A Asadi-Pooya et al. Epilepsia Open 2023
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Deep learning in neuroimaging of epilepsy.
Karla Batista García-Ramó et al. Clin Neurol Neurosurg 2023 232107879
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Machine learning using multimodal clinical, electroencephalographic, and magnetic resonance imaging data can predict incident depression in adults with epilepsy: A pilot study.
Guillermo Delgado-García et al. Epilepsia 2023
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An Epileptic Seizure Prediction Method Based on CBAM-3D CNN-LSTM Model.
Xiang Lu et al. IEEE J Transl Eng Health Med 2023 11417-423
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Epileptic EEG Classification via Graph Transformer Network.
Jian Lian et al. Int J Neural Syst 2023 2350042
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Joint use of population pharmacokinetics and machine learning for optimizing antiepileptic treatment in pediatric population.
Ivana Damnjanovic et al. Ther Adv Drug Saf 2023 1420420986231181337
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PredictMed-epilepsy: A multi-agent based system for epilepsy detection and prediction in neuropediatrics.
Carlo M Bertoncelli et al. Comput Methods Programs Biomed 2023 236107548
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Improving nocturnal event monitoring in people with intellectual disability in community using an artificial intelligence camera.
Sarah Lennard et al. Epilepsy Behav Rep 2023 22100603
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Identification of patients with epilepsy using automated electronic health records phenotyping.
Marta Fernandes et al. Epilepsia 2023
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Prediction of epilepsy surgery outcome using foramen ovale EEG - A machine learning approach.
Gadi Miron et al. Epilepsy research 2023 191107111
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Experience of waiting for seizure freedom and perception of machine learning technologies to support treatment decision: A qualitative study in adults with recent onset epilepsy.
Sandra Reeder et al. Epilepsy research 2023 190107096
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EEG Datasets for Seizure Detection and Prediction - A Review.
Sheng Wong et al. Epilepsia open 2023
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Initial antidepressant choice by non-psychiatrists: Learning from large-scale electronic health records.
Yi-Han Sheu et al. General hospital psychiatry 2023 8122-31
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In-hospital and home-based long-term monitoring of focal epilepsy with a wearable electroencephalography device. Diagnostic yield and user experience.
Jaiver Macea et al. Epilepsia 2023
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Classifying epileptic phase-amplitude coupling in SEEG using complex-valued convolutional neural network.
Chunsheng Li et al. Frontiers in physiology 2023 131085530
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Seizure forecasting using machine learning models trained by seizure diaries.
Gleichgerrcht Ezequiel et al. Physiological measurement 2022 43(12)
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Implementation of Machine Learning Pipelines for Clinical Practice: Development and Validation Study.
Kanbar Lara J et al. JMIR medical informatics 2022 10(12) e37833
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Convolutional Neural Network Classification of Rest EEG Signals among People with Epilepsy, Psychogenic Non Epileptic Seizures and Control Subjects.
Lo Giudice Michele et al. International journal of environmental research and public health 2022 19(23)
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A machine-learning guided method for predicting add-on and switch in secondary data sources: A case study on anti-seizure medications in Danish registries.
Breitenstein Peter Suhr et al. Frontiers in pharmacology 2022 13954393
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Application of Machine Learning in Epileptic Seizure Detection.
Tran Ly V et al. Diagnostics (Basel, Switzerland) 2022 12(11)
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ndividualised prediction of drug resistance and seizure recurrence after medication withdrawal in people with juvenile myoclonic epilepsy: A systematic review and individual participant data meta-analysis
R Stevelink et al, EBiomedicine, November 11, 2022
A multimodal clinical data resource for personalized risk assessment of sudden unexpected death in epilepsy.
Li Xiaojin et al. Frontiers in big data 2022 5965715
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Development and Validation of a Deep Learning Model for Predicting Treatment Response in Patients With Newly Diagnosed Epilepsy
H Hakim et al, JAMA Neurology, August 29, 2022
Effective Evaluation of Medical Images Using Artificial Intelligence Techniques.
Kannan S et al. Computational intelligence and neuroscience 2022 20228419308
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Uncovering Brain Differences in Preschoolers and Young Adolescents with Autism Spectrum Disorder Using Deep Learning.
Li Shijun et al. International journal of neural systems 2022 2250044
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Predictive Modeling of Suicidal Ideation in Patients with Epilepsy.
Nemesure Matthew D et al. Epilepsia 2022
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Seizure detection with deep neural networks for review of two-channel EEG.
Hartmann Manfred et al. Epilepsia 2022
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Page last reviewed:
Feb 1, 2024
Page last updated:
Apr 25, 2024
Content source:
Public Health Genomics Branch in the Division of Blood Disorders and Public Health Genomics
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National Center on Birth Defects and Developmental Disabilities
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