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A phenomenological model of seizure initiation suggests network structure may explain seizure frequency in idiopathic generalised epilepsy

Overview of attention for article published in The Journal of Mathematical Neuroscience, January 2012
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114 Mendeley
Title
A phenomenological model of seizure initiation suggests network structure may explain seizure frequency in idiopathic generalised epilepsy
Published in
The Journal of Mathematical Neuroscience, January 2012
DOI 10.1186/2190-8567-2-1
Pubmed ID
Authors

Oscar Benjamin, Thomas HB Fitzgerald, Peter Ashwin, Krasimira Tsaneva-Atanasova, Fahmida Chowdhury, Mark P Richardson, John R Terry

Abstract

We describe a phenomenological model of seizure initiation, consisting of a bistable switch between stable fixed point and stable limit-cycle attractors. We determine a quasi-analytic formula for the exit time problem for our model in the presence of noise. This formula--which we equate to seizure frequency--is then validated numerically, before we extend our study to explore the combined effects of noise and network structure on escape times. Here, we observe that weakly connected networks of 2, 3 and 4 nodes with equivalent first transitive components all have the same asymptotic escape times. We finally extend this work to larger networks, inferred from electroencephalographic recordings from 35 patients with idiopathic generalised epilepsies and 40 controls. Here, we find that network structure in patients correlates with smaller escape times relative to network structures from controls. These initial findings are suggestive that network structure may play an important role in seizure initiation and seizure frequency.

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 114 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United Kingdom 4 4%
Germany 2 2%
Switzerland 1 <1%
Korea, Republic of 1 <1%
Netherlands 1 <1%
Unknown 105 92%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 27 24%
Researcher 19 17%
Professor 13 11%
Student > Master 12 11%
Student > Bachelor 5 4%
Other 21 18%
Unknown 17 15%
Readers by discipline Count As %
Mathematics 17 15%
Agricultural and Biological Sciences 16 14%
Medicine and Dentistry 15 13%
Neuroscience 14 12%
Engineering 9 8%
Other 15 13%
Unknown 28 25%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 3. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 04 January 2024.
All research outputs
#7,413,731
of 22,665,794 outputs
Outputs from The Journal of Mathematical Neuroscience
#15
of 80 outputs
Outputs of similar age
#70,045
of 241,642 outputs
Outputs of similar age from The Journal of Mathematical Neuroscience
#2
of 4 outputs
Altmetric has tracked 22,665,794 research outputs across all sources so far. This one is in the 44th percentile – i.e., 44% of other outputs scored the same or lower than it.
So far Altmetric has tracked 80 research outputs from this source. They receive a mean Attention Score of 2.6. This one has done well, scoring higher than 80% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 241,642 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 42nd percentile – i.e., 42% of its contemporaries scored the same or lower than it.
We're also able to compare this research output to 4 others from the same source and published within six weeks on either side of this one. This one has scored higher than 2 of them.