diff --git a/R/ui-elements.R b/R/ui-elements.R
index 89668430..f8976b2c 100644
--- a/R/ui-elements.R
+++ b/R/ui-elements.R
@@ -1710,5 +1710,5 @@ abm_plotlyfy <- function(graphobj, tooltip, optionsbar = FALSE, showlegend = TRU
   graphobj |> 
   ggplotly(tooltip = tooltip) |>  
   config(displayModeBar = optionsbar) |>
-  layout(autosize = TRUE, showlegend = showlegend, font = list(family = "figtree"))
+  layout(autosize = TRUE, showlegend = showlegend, font = list(family = "Figtree"))
 }
diff --git a/inst/extdata/abm.Rmd b/inst/extdata/abm.Rmd
index ed550a1a..64d81ffe 100644
--- a/inst/extdata/abm.Rmd
+++ b/inst/extdata/abm.Rmd
@@ -15,15 +15,23 @@ params:
 
 ```{css echo=FALSE}
 @font-face {
-  font-family: 'Figtree';
+  font-family: 'Figtree Light';
   font-style: normal;
   font-weight: 400;
   src: url('fonts/figtree-v5-latin_latin-ext-regular.woff2') format('woff2');
 }
 
 body {
+  font-family: 'Figtree Light';
+}
+@font-face {
   font-family: 'Figtree';
+  font-style: normal;
+  font-weight: 400;
+  src: url('fonts/figtree-v5-latin_latin-ext-regular.woff2') format('woff2');
 }
+
+
 ```
 
 
@@ -350,6 +358,7 @@ if (nrow(df_diva) > 0) {
                                  "<b>Publication year: </b> %{x}<br>",
                                  "<b>Publication volume, frac: </b>%{text}<br><extra></extra>")) |>
     layout(
+      font = list(family = "Figtree"),
       autosize = TRUE,
       showlegend = TRUE,
       margin = list(l = 30, t = 40, r = 30),
@@ -750,7 +759,7 @@ Row {.tabset data-height=6000}
 
 ```{r, fig.width=6, fig.height=5, out.width='95%'}
 if(df_copub %>% filter(!is.na(P_full)) %>% nrow() > 0) {
-  (abm_graph_scop_copub(df_scop_copub) + 
+  (abm_graph_copub(df_copub) + 
     theme(axis.title.x = element_blank())) |>
     abm_plotlyfy(tooltip = c("y","x")) |> 
     style(hovertemplate = paste0("<b>%{data.legendgroup}</b><br>",
@@ -944,7 +953,7 @@ Row
 
 ### **Notes** [<i class="fa fa-info-circle" aria-hidden="true"></i> more...](`r STATIC`/ABM_guide.html#open-access){target="_blank" style="position:relative;float:right;"}
 
-The Open Access type of the publications was fetched from the [Unpaywall REST API](https://unpaywall.org/products/api). The method to determine the OA type is presented [here](https://support.unpaywall.org/support/solutions/articles/44001777288-what-do-the-types-of-oa-status-green-gold-hybrid-and-bronze-mean-).
+The Open Access type of the publications was fetched from [OpenAlex](https://openalex.org). The method to determine the OA type is presented on  [OpenAlex support pages](https://help.openalex.org/hc/en-us/articles/24347035046295-Open-Access-OA). However, note that we count the bronze category as Not OA, since there is no identifyable license.
 
 In summary, the different OA types can be described as follows:
 
@@ -956,7 +965,7 @@ In summary, the different OA types can be described as follows:
 
 - *Green:* The full text has been found in an institutional repository, such as DiVA.
 
-**N.B.**: This table is based on peer-reviewed publications for which Unpaywall could determine the OA type (necessary condition: have a DOI number). Unpaywall's method is empirical and does not strictly equate to copyright license. As a consequence, the OA status of a given publication may vary with time --- for example turning from *"Not OA"* to *"Green"* when a full text is added to DiVA.
+**N.B.**: This table is based on peer-reviewed publications for which OpenAlex could determine the OA type (necessary condition: have a DOI number). OpenAlex's method is empirical and does not strictly equate to copyright license. As a consequence, the OA status of a given publication may vary with time --- for example turning from *"Not OA"* to *"Green"* when a full text is added to DiVA.
 
 
 Scopus