diff --git a/Frontiers_manuscript/Koch_frontiers.tex b/Frontiers_manuscript/Koch_frontiers.tex
index 09d5e65..f1bf97f 100644
--- a/Frontiers_manuscript/Koch_frontiers.tex
+++ b/Frontiers_manuscript/Koch_frontiers.tex
@@ -202,7 +202,6 @@ With this study we suggest that neuron-type specific effects are vital to a full
 
 \bibliographystyle{Frontiers-Harvard} 
 \bibliography{Koch_ref}
-
 \newpage
 \section*{Figures}
 %%%  NB logo1.eps is required in the path in order to correctly compile front page header %%%
diff --git a/Frontiers_manuscript/Koch_ref.bib b/Frontiers_manuscript/Koch_ref.bib
index 4f22da6..34e306d 100644
--- a/Frontiers_manuscript/Koch_ref.bib
+++ b/Frontiers_manuscript/Koch_ref.bib
@@ -382,10 +382,12 @@ abstract = {Background and Purpose Variants in SCN8A, the NaV1.6 channel's codin
   language = {english},
 }
 
+
+
 @Article{golowasch_failure_2002,
   author   = {Golowasch, Jorge and Goldman, Mark S. and Abbott, L. F. and Marder, Eve},
   journal  = {Journal of Neurophysiology},
-  title    = {Failure of averaging in the construction of a conductance-based neuron mode}},
+  title    = {Failure of {Averaging} in the {Construction} of a {Conductance}-{Based} {Neuron} {Model}},
   year     = {2002},
   issn     = {0022-3077},
   month    = feb,
@@ -396,6 +398,7 @@ abstract = {Background and Purpose Variants in SCN8A, the NaV1.6 channel's codin
   doi      = {10.1152/jn.00412.2001},
 }
 
+
 @Article{lamb_correlated_2013,
   author   = {Lamb, Damon G. and Calabrese, Ronald L.},
   journal  = {PLOS ONE},