diff --git a/_cite/.cache/cache.db b/_cite/.cache/cache.db
index 0ff4c46a..2abfe3ac 100644
Binary files a/_cite/.cache/cache.db and b/_cite/.cache/cache.db differ
diff --git a/_data/citations.yaml b/_data/citations.yaml
index 828655ae..ecfd41b3 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -38,8 +38,15 @@
   date: '2026-05-19'
   link: https://doi.org/hb4xhx
   orcid: 0000-0002-1906-2581
-  plugin: orcid.py
-  file: orcid.yaml
+  plugin: sources.py
+  file: sources.yaml
+  image: https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs44271-026-00465-0/MediaObjects/44271_2026_465_Fig1_HTML.png?as=webp
+  tags:
+  - behaviour
+  buttons:
+  - type: source
+    text: code
+    link: https://github.com/Humphries-Lab/Foraging-variability
 - id: doi:10.64898/2026.02.16.706176
   title: Primary and Supplementary Motor cortex implement parallel control solutions
     for rhythmic and discrete arm movements
@@ -53,19 +60,6 @@
   orcid: 0000-0002-1906-2581
   plugin: orcid.py
   file: orcid.yaml
-- id: doi:10.1101/2025.10.28.685063
-  title: Stochastic choice drives variability in patch foraging decisions in humans
-    and rats
-  authors:
-  - Emma V. Scholey
-  - Matthew A.J. Apps
-  - Mark D. Humphries
-  publisher: openRxiv
-  date: '2025-10-29'
-  link: https://doi.org/g98xgz
-  orcid: 0000-0002-1906-2581
-  plugin: orcid.py
-  file: orcid.yaml
 - id: doi:10.1523/ENEURO.0431-23.2024
   title: The Computational Bottleneck of Basal Ganglia Output (and What to Do About
     it)
@@ -155,7 +149,7 @@
   orcid: 0000-0002-1906-2581
   plugin: sources.py
   file: sources.yaml
-  image: https://www.jneurosci.org/content/jneuro/42/20/4131/F2.medium.gif
+  image: images/Paper_Figures/Maggi_JNeurosci2022_figure2.jpg
   tags:
   - prefrontal-cortex
   - latent-dynamics
@@ -171,7 +165,7 @@
   orcid: 0000-0002-1906-2581
   plugin: sources.py
   file: sources.yaml
-  image: https://www.jneurosci.org/content/jneuro/42/8/1417/F10.medium.gif
+  image: images/Paper_Figures/Cinotti_JNeurosci2021_figure10.jpg
   tags:
   - basal-ganglia
   - Bayesian
diff --git a/_data/sources.yaml b/_data/sources.yaml
index 011d08ce..3d93f01c 100644
--- a/_data/sources.yaml
+++ b/_data/sources.yaml
@@ -1,3 +1,13 @@
+# stochastic model foraging paper
+- id: doi:10.1038/s44271-026-00465-0
+  image: https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs44271-026-00465-0/MediaObjects/44271_2026_465_Fig1_HTML.png?as=webp
+  tags:
+    - behaviour
+  buttons:
+  - type: source
+    text: code
+    link: https://github.com/Humphries-Lab/Foraging-variability
+    
 # computational bottleneck
 - id: doi:10.1523/ENEURO.0431-23.2024
   image: https://www.eneuro.org/content/eneuro/12/4/ENEURO.0431-23.2024/F2.medium.gif
@@ -43,14 +53,14 @@
       
 # Activity subspaces in mPfC   
 - id: doi:10.1523/JNEUROSCI.1412-21.2022
-  image: https://www.jneurosci.org/content/jneuro/42/20/4131/F2.medium.gif
+  image: images/Paper_Figures/Maggi_JNeurosci2022_figure2.jpg
   tags:
     - prefrontal-cortex
     - latent-dynamics
 
 # Bayesian inference of connections between neurons
 - id: doi:10.1523/jneurosci.1487-21.2021
-  image: https://www.jneurosci.org/content/jneuro/42/8/1417/F10.medium.gif
+  image: images/Paper_Figures/Cinotti_JNeurosci2021_figure10.jpg
   tags:
     - basal-ganglia
     - Bayesian
@@ -209,7 +219,9 @@
 
       
 # papers to remove from ORCID: bioRxiv versions of published papers
-
+# stochastic foraging model Comm Psych preprint
+- id: doi:10.1101/2025.10.28.685063 
+  remove: true
   
 # bottleneck preprint
 - id: doi:10.1101/2024.10.23.619790