diff --git a/assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.bib b/assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.bib
index 774e924..6628072 100644
--- a/assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.bib
+++ b/assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.bib
@@ -15,5 +15,5 @@ @article{Tallam2022Pancreas
         https://doi.org/10.1148/radiol.211914
 
 },
-press_release = {https://press.rsna.org/timssnet/media/pressreleases/14_pr_target.cfm?ID=2338}
+press_release = {https://web.archive.org/web/20221002042411/https://press.rsna.org/timssnet/media/pressreleases/14_pr_target.cfm?ID=2338}
 }
diff --git a/science.md b/science.md
index 0ad2919..b79abe5 100644
--- a/science.md
+++ b/science.md
@@ -39,7 +39,7 @@ and Summers, Ronald M..<br> *Abdominal Radiology*. (2023)<br> [[.bib](../assets/
 
 <span style="font-size:0.9em; font-family: helvetica;">**Fully Automated Abdominal CT Biomarkers for Type 2 Diabetes Using Deep Learning**<br>H. Tallam, D. C. Elton, S. Lee, P. Wakim, P. J. Pickhardt, R. M. Summers.<br> *Radiology*. **304** (1) pgs 85-95. (2022)<br> [[.bib](../assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.bib)]  [[link](
 https://doi.org/10.1148/radiol.211914
-)][[pdf](../assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.pdf)][[supplementary info](../assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes_supplementary_info.pdf)]  [[Press Release](https://press.rsna.org/timssnet/media/pressreleases/14_pr_target.cfm?ID=2338)]</span>
+)][[pdf](../assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes.pdf)][[supplementary info](../assets/my_papers/B_AI_medical_imaging/2022_Tallam_Elton_Summer_CT_biomarkers_pancreas_diabetes_supplementary_info.pdf)]  [[Press Release](https://web.archive.org/web/20221002042411/https://press.rsna.org/timssnet/media/pressreleases/14_pr_target.cfm?ID=2338)]</span>
 
 <span style="font-size:0.9em; font-family: helvetica;">**Assessment of Aortoiliac Atherosclerotic Plaque on CT in Prostate Cancer Patients Undergoing Treatment**<br>S. Lee, D. C. Elton, J. L. Gulley, P. J. Pickhardt, W. L. Dahut, R. A. Madan, P. A. Pinto, D. E. Citrin, R. M. Summers.<br> *Tomography*. **8** (2) pgs 607--616. (2022)<br> [[.bib](../assets/my_papers/B_AI_medical_imaging/2022_Lee_aortoiliac_atherosclerotic_plaque_and_prostate_cancer.bib)]  [[link](https://www.mdpi.com/2379-139X/8/2/50)][[pdf](../assets/my_papers/B_AI_medical_imaging/2022_Lee_aortoiliac_atherosclerotic_plaque_and_prostate_cancer.pdf)]</span>