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 # Neural network differential equations for ion channel modelling
 
-Source code associated with an [article in Frontiers of Physiology](https://www.frontiersin.org/articles/10.3389/fphys.2021.708944) by [Chon Lok Lei](https://chonlei.github.io/) and [Gary R. Mirams](https://www.maths.nottingham.ac.uk/plp/pmzgm/).
+Source code associated with an [article in Frontiers in Physiology](https://www.frontiersin.org/articles/10.3389/fphys.2021.708944) by [Chon Lok Lei](https://chonlei.github.io/) and [Gary R. Mirams](https://www.maths.nottingham.ac.uk/plp/pmzgm/).
 
 ![Model structures used in this repository](https://raw.githubusercontent.com/chonlei/neural-ode-ion-channels/main/model-structure/model-structure-2.svg?token=AGL42DUH3JXYLYLGOWOKL23AUXFOK)