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Open access Sep 2026

Local large language model‐guided optimization for prostate radiotherapy planning

Radiotherapy planning is time‐intensive, iterative, and operator‐dependent. Locally deployed large language‐model agents may support planning automation while avoiding transmission of patient data to external model providers.

H. Nusrat, Bing Luo, H. Bagher-Ebadian et al. · 0 citations
Open access Sep 2026

Stereotactic radiosurgery plan optimization with a human-in-the-loop reasoning large language model agent

Large language model agents can adjust optimization parameters in a treatment planning system under natural-language instruction, but no study has tested a model post-trained for extended reasoning against a general-purpose model in stereotactic radiosurgery. We compared a reasoning-optimized model (QwQ-32B) with a...

H. Nusrat, Luke Francisco, Bing Luo et al. · 0 citations

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