Physics-informed neural network with adaptive loss balancing for real-time radiotherapy dose prediction and verification.

Zhang K, Li Y, Zhang J, Wang B, Chen Z

Open source

DOI
10.1038/s41598-026-54537-6
Published
2026 May 28
Container
Scientific reports
Publisher
Not recorded
Open access
yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-54537-6,
  title = {Physics-informed neural network with adaptive loss balancing for real-time radiotherapy dose prediction and verification.},
  author = {Zhang K and Li Y and Zhang J and Wang B and Chen Z},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-54537-6},
  url = {https://doi.org/10.1038/s41598-026-54537-6}
}

RIS

TY  - JOUR
TI  - Physics-informed neural network with adaptive loss balancing for real-time radiotherapy dose prediction and verification.
AU  - Zhang K
AU  - Li Y
AU  - Zhang J
AU  - Wang B
AU  - Chen Z
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-54537-6
UR  - https://doi.org/10.1038/s41598-026-54537-6
ER  - 

APA

K, Z., Y, L., J, Z., B, W., & Z, C. (2026). Physics-informed neural network with adaptive loss balancing for real-time radiotherapy dose prediction and verification.. Scientific reports. https://doi.org/10.1038/s41598-026-54537-6

Source records