Levin Kuhlmann

Interictal spike localization for epilepsy surgery using magnetoencephalography beamforming

Rui Li, Chris Plummer, Simon J Vogrin, William P Woods, Levin Kuhlmann, Ray Boston, David TJ Liley, Mark J Cook, David B Grayden

Journal article  |  2021  |  CLINICAL NEUROPHYSIOLOGY

OBJECTIVE: Magnetoencephalography (MEG) kurtosis beamforming is an automated localization method for focal epilepsy. Visual examin..

Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review.

Khansa Rasheed, Adnan Qayyum, Junaid Qadir, Shobi Sivathamboo, Patrick Kwan, Levin Kuhlmann, Terence O'Brien, Adeel Razi

Journal article  |  2021  |  IEEE Rev Biomed Eng

With the advancement in artificial intelligence (AI) and machine learning (ML) techniques, researchers are striving towards employ..

Identifying seizure risk factors: A comparison of sleep, weather, and temporal features using a Bayesian forecast

Daniel E Payne, Katrina L Dell, Phillipa J Karoly, Vaclav Kremen, Vaclav Gerla, Levin Kuhlmann, Gregory A Worrell, Mark J Cook, David B Grayden, Dean R Freestone

Journal article  |  2020  |  EPILEPSIA

OBJECTIVE: Most seizure forecasting algorithms have relied on features specific to electroencephalographic recordings. Environment..

Towards a comprehensive pipeline to identify and functionally annotate long noncoding RNA (lncRNA).

Yashpal Ramakrishnaiah, Levin Kuhlmann, Sonika Tyagi

Journal article  |  2020  |  Comput Biol Med

Long noncoding RNAs (lncRNAs) are implicated in various genetic diseases and cancer, attributed to their critical role in gene reg..

A taxonomy of seizure dynamotypes

Maria Luisa Saggio, Dakota Crisp, Jared M Scott, Philippa Karoly, Levin Kuhlmann, Mitsuyoshi Nakatani, Tomohiko Murai, Matthias Duempelmann, Andreas Schulze-Bonhage, Akio Ikeda, Mark Cook, Stephen Gliske, Jack Lin, Christophe Bernard, Viktor Jirsa, William C Stacey

Journal article  |  2020  |  ELIFE

Seizures are a disruption of normal brain activity present across a vast range of species and conditions. We introduce an organizi..

Critical slowing down as a biomarker for seizure susceptibility.

Matias I Maturana, Christian Meisel, Katrina Dell, Philippa J Karoly, Wendyl D'Souza, David B Grayden, Anthony N Burkitt, Premysl Jiruska, Jan Kudlacek, Jaroslav Hlinka, Mark J Cook, Levin Kuhlmann, Dean R Freestone

Journal article  |  2020  |  Nature Communications

The human brain has the capacity to rapidly change state, and in epilepsy these state changes can be catastrophic, resulting in lo..

Source-level Cortical Power Changes for Xenon and Nitrous Oxide-induced Reductions in Consciousness in Healthy Male Volunteers

Andria Pelentritou, Levin Kuhlmann, John Cormack, Will Woods, Suresh Muthukumaraswamy, David Liley

Journal article  |  2020  |  ANESTHESIOLOGY

BACKGROUND: Investigations of the electrophysiology of gaseous anesthetics xenon and nitrous oxide are limited revealing inconsist..

Forecasting cycles of seizure likelihood

Philippa J Karoly, Mark J Cook, Matias Maturana, Ewan S Nurse, Daniel Payne, Benjamin H Brinkmann, David B Grayden, Sonya B Dumanis, Mark P Richardson, Greg A Worrell, Andreas Schulze-Bonhage, Levin Kuhlmann, Dean R Freestone

Journal article  |  2020  |  Epilepsia

Objective Seizure unpredictability is rated as one of the most challenging aspects of living with epilepsy. Seizure likelihood can..

Computationally Efficient Epileptic Seizure Prediction based on Extremely Randomised Trees

S Wong, L Kuhlmann

Conference Proceedings  |  2020  |  ACM International Conference Proceeding Series

Epilepsy is a neurological disorder that affects close to 60 million of the world's population and is commonly categorized by havi..

Ensembling crowdsourced seizure prediction algorithms using long-term human intracranial EEG

Chip Reuben, Philippa Karoly, Dean R Freestone, Andriy Temko, Alexandre Barachant, Feng Li, Gilberto Titericz, Brian W Lang, Daniel Lavery, Kelly Roman, Derek Broadhead, Gareth Jones, Qingnan Tang, Irina Ivanenko, Oleg Panichev, Timothee Proix, Michal Nahlik, Daniel B Grunberg, David B Grayden, Mark J Cook, et al.

Journal article  |  2020  |  Epilepsia

Seizure prediction is feasible, but greater accuracy is needed to make seizure prediction clinically viable across a large group o..