diff --git a/README.md b/README.md
index 228e9770..8dd6018b 100644
--- a/README.md
+++ b/README.md
@@ -55,7 +55,7 @@ Before posting your question, you may want to first browse through questions tha
 [dcm2bids-doc]: https://unfmontreal.github.io/Dcm2Bids
 [dcm2bids-install]: https://unfmontreal.github.io/Dcm2Bids/docs/2-tutorial/#setup
 [dcm2bids-tutorial]: https://unfmontreal.github.io/Dcm2Bids/docs/2-tutorial
-[dcm2bids-advanced]: https://unfmontreal.github.io/Dcm2Bids/docs/4-advance/
+[dcm2bids-advanced]: https://unfmontreal.github.io/Dcm2Bids/docs/4-advanced/
 [dcm2bids-issues]: https://github.com/UNFmontreal/Dcm2Bids/issues
 [dcm2niix-install]: https://github.com/rordenlab/dcm2niix#install
 [dcm2niix-github]: https://github.com/rordenlab/dcm2niix
diff --git a/docs/2-tutorial.md b/docs/2-tutorial.md
index f77be71e..43ef1c90 100644
--- a/docs/2-tutorial.md
+++ b/docs/2-tutorial.md
@@ -75,7 +75,7 @@ We should see a list of compressed NIfTI files (`nii.gz`) with their resective s
 
 The first will be our resting state fMRI, the second and third our fieldmap EPI.
 
-When you will do it with your DICOMs, you should do it with a typical session of one of your participant.
+When you will do it with your DICOMs, you should do it with a typical session of one of your participants.
 
 ## Building the configuration file
 
diff --git a/docs/4-advance.md b/docs/4-advanced.md
similarity index 100%
rename from docs/4-advance.md
rename to docs/4-advanced.md
diff --git a/pyproject.toml b/pyproject.toml
index 0336c4b2..ea91b059 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ nav = [{  Home = "README.md"},
        {  "1. Usage" = "docs/1-usage.md"},
        {  "2. Tutorial" = "docs/2-tutorial.md"},
        {  "3. Configuration" = "docs/3-configuration.md"},
-       {  "4. Advance" = "docs/4-advance.md"},
+       {  "4. Advanced" = "docs/4-advanced.md"},
        {  "Changelog" = "CHANGELOG.md"}]
 
 extra_css = ["docs/stylesheets/extra.css"] # To fix some colors in light vs slate mode.