Jing Qian, PhD

To evaluate consensus-based guardrails for improving the robustness of an in-house deep learning Long Short-Term Memory (LSTM) respiratory phase prediction model used for respiratory-gated radiotherapy. Consensus filter configurations were compared based on t...

To evaluate the agreement between Varian RapidPlanPT DVH estimates and clinically delivered plans using an independent validation set for head and neck cancer (HNC) treated with proton radiation therapy.

To develop and evaluate a deep-learning approach that rapidly reconstructs clinically deliverable proton spot maps (PSMs) directly from dose or linear energy transfer (LET) distributions, bypassing conventional iterative optimization and supporting adaptive a...