Improving portability of knowledge-based planning using an LLM-driven plan refinement framework in lung radiotherapy.

Wang Z, Guo H, Lei Y, Samstein R, Rosenzweig KE, Chao M, Liu T, Xia J, Zhang J

DOI: 10.1002/mp.70657
Published: 2026 Sep
Container: Medical physics
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1002/mp.70657,
  title = {Improving portability of knowledge-based planning using an LLM-driven plan refinement framework in lung radiotherapy.},
  author = {Wang Z and Guo H and Lei Y and Samstein R and Rosenzweig KE and Chao M and Liu T and Xia J and Zhang J},
  year = {2026},
  journal = {Medical physics},
  doi = {10.1002/mp.70657},
  url = {https://doi.org/10.1002/mp.70657}
}

RIS

TY  - JOUR
TI  - Improving portability of knowledge-based planning using an LLM-driven plan refinement framework in lung radiotherapy.
AU  - Wang Z
AU  - Guo H
AU  - Lei Y
AU  - Samstein R
AU  - Rosenzweig KE
AU  - Chao M
AU  - Liu T
AU  - Xia J
AU  - Zhang J
PY  - 2026
JO  - Medical physics
DO  - 10.1002/mp.70657
UR  - https://doi.org/10.1002/mp.70657
ER  -

APA

Z, W., H, G., Y, L., R, S., KE, R., M, C., T, L., J, X., & J, Z. (2026). Improving portability of knowledge-based planning using an LLM-driven plan refinement framework in lung radiotherapy.. Medical physics. https://doi.org/10.1002/mp.70657

Source records

pubmed · retrieved 2026-09-24T19:40:10.546Z