diff --git a/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.bib b/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.bib
new file mode 100644
index 0000000..538cfdc
--- /dev/null
+++ b/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.bib
@@ -0,0 +1,9 @@
+@article {Elton2024.04.24.24306288,
+ author = {Daniel C Elton and Giridhar Dasegowda and James Y Sato and Emiliano G Frias and Artem B Mamonov and Mark Walters and Martynas Ziemelis and Thomas J Schultz and Bernardo C. Bizzo and Keith J Dreyer and Mannudeep K Kalra},
+ title = {No-code machine learning in radiology: implementation and validation of a platform that allows clinicians to train their own models},
+ year = {2024},
+ doi = {10.1101/2024.04.24.24306288},
+ URL = {https://www.medrxiv.org/content/early/2024/04/26/2024.04.24.24306288},
+ eprint = {https://www.medrxiv.org/content/early/2024/04/26/2024.04.24.24306288.full.pdf},
+ journal = {medRxiv}
+}
diff --git a/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.pdf b/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.pdf
new file mode 100644
index 0000000..c1723e4
Binary files /dev/null and b/assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.pdf differ
diff --git a/build_bibliography.py b/build_bibliography.py
index cb68d89..ff164fb 100644
--- a/build_bibliography.py
+++ b/build_bibliography.py
@@ -117,7 +117,18 @@ def parse_bib(f):
s += "\n\n"
#s = s.replace("D. C. Elton","**D. C. Elton**")
-
+s = s.replace("Pritam Mukherjee", "P. Mukherjee")
+s = s.replace("Mannudeep K Kalra", "M. K. Kalra")
+s = s.replace("Mark Walters", "M. Walters")
+s = s.replace("Artem B Mamonov", "A. B. Mamonov")
+s = s.replace("Emiliano G Frias", "E. G. Frias")
+s = s.replace("James Y Sato", "J. S. Sato")
+s = s.replace("Thomas J Schultz", "T. J. Schultz")
+s = s.replace("Bernardo C. Bizzo", "B. C. Bizzo")
+s = s.replace("Keith J Dreyer", "K. J. Dreyer")
+s = s.replace("Giridhar Dasegowda", "G. Dasegowda")
+s = s.replace("Martynas Ziemelis", "M. Ziemelis")
+s = s.replace("Daniel C Elton","D. C. Elton")
s = s.replace("Daniel C. Elton","D. C. Elton")
s = s.replace("Daniel Elton","D. C. Elton")
s = s.replace("Anastasios Nikolas Angelopoulos","A. N. Angelopoulos")
diff --git a/science.md b/science.md
index 70cc084..a98d8d4 100644
--- a/science.md
+++ b/science.md
@@ -17,7 +17,9 @@ See also [Google Scholar](https://scholar.google.com/citations?user=KG0pbOYAAAAJ
# Machine learning for medical imaging
**Detection of abdominopelvic lymph nodes in multi-parametric MRI**
Mathai, T. S., Shen, Thomas C., Elton, Daniel C., Lee, Sungwon, Lu, Zhiyong, Summers, Ronald M..
*Computerized Medical Imaging and Graphics*. pgs 102363. (2024)
[[.bib](../assets/my_papers/B_AI_medical_imaging/2024_Mathai.bib)] [[link](http://dx.doi.org/10.1016/j.compmedimag.2024.102363)][[pdf](../assets/my_papers/B_AI_medical_imaging/2024_Mathai.pdf)]
-**Fully Automated Longitudinal Assessment of Renal Stone Burden on Serial CT Imaging Using Deep Learning**
Pritam Mukherjee, S. Lee, D. C. Elton, Stephen Y Nakada, Perry J Pickhardt, Ronald Summers.
*Journal of Endourology*. **37** pgs 948-955. (2023)
[[.bib](../assets/my_papers/B_AI_medical_imaging/2023_Mukherjee_serial_renal_stones_tracking.bib)] [[link](https://doi.org/10.1089/end.2023.0066)][[pdf](../assets/my_papers/B_AI_medical_imaging/2023_Mukherjee_serial_renal_stones_tracking.pdf)]
+**No-code machine learning in radiology: implementation and validation of a platform that allows clinicians to train their own models**
D. C. Elton, G. Dasegowda, J. S. Sato, E. G. Frias, A. B. Mamonov, M. Walters, M. Ziemelis, T. J. Schultz, B. C. Bizzo, K. J. Dreyer, M. K. Kalra.
*medRxiv*. (2024)
[[.bib](../assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.bib)] [[link](https://www.medrxiv.org/content/early/2024/04/26/2024.04.24.24306288)][[pdf](../assets/my_papers/B_AI_medical_imaging/2024_Elton_nocode.pdf)]
+
+**Fully Automated Longitudinal Assessment of Renal Stone Burden on Serial CT Imaging Using Deep Learning**
P. Mukherjee, S. Lee, D. C. Elton, Stephen Y Nakada, Perry J Pickhardt, Ronald Summers.
*Journal of Endourology*. **37** pgs 948-955. (2023)
[[.bib](../assets/my_papers/B_AI_medical_imaging/2023_Mukherjee_serial_renal_stones_tracking.bib)] [[link](https://doi.org/10.1089/end.2023.0066)][[pdf](../assets/my_papers/B_AI_medical_imaging/2023_Mukherjee_serial_renal_stones_tracking.pdf)]
**Longitudinal follow-up of incidental renal calculi on computed tomography**
Mukherjee, Pritam
and Lee, Sungwon