diff --git a/_quarto.yml b/_quarto.yml
index b65bd30..22e94b4 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -20,8 +20,6 @@ format:
   elsevier-pdf:
     journal:
       formatting: preprint
-      model: 3p
-      layout: twocolumn
       cite-style: number
 
 number-sections: true
diff --git a/references.bib b/references.bib
index dfc4eb2..01453ce 100644
--- a/references.bib
+++ b/references.bib
@@ -2,7 +2,7 @@ @MISC{Van-Tuyl2023-vp
   title     = "Hiring, managing, and retaining data scientists and Research
                Software Engineers in academia: A career guidebook from {ADSA}
                and {US}-{RSE}",
-  author    = "Van Tuyl, Steve (ed )",
+  editor    = "Van Tuyl, Steve",
   doi       = {https://doi.org/10.5281/zenodo.8329337},
   url       = {https://zenodo.org/records/8329337},
   abstract  = "The importance of data, software, and computation has long been
diff --git a/sections/05-recommendations.qmd b/sections/05-recommendations.qmd
index 0a05bc8..88fa3eb 100644
--- a/sections/05-recommendations.qmd
+++ b/sections/05-recommendations.qmd
@@ -170,4 +170,4 @@ align pace and create incentives (for instance via Open Source Program Offices
 at Universities or other research organizations). Similar to program officers
 at funding agencies, standards evolution need sustained PM efforts. Multi-party
 partnerships should include strategic initiatives for standard establishment
-such as the Pistoia Alliance [https://www.pistoiaalliance.org/](https://www.pistoiaalliance.org/).
\ No newline at end of file
+such as the Pistoia Alliance ([https://www.pistoiaalliance.org/](https://www.pistoiaalliance.org/)).
\ No newline at end of file