activity
20222024
most citedEvaluating Large Language Models on a Highly-specialized Topic, Radiation Oncology Physics

149 citations · 171 across the 9 of their papers we have counts for

collaborators

11 papers

physics.med-ph2024★ 9 cited

A recent evaluation on the performance of LLMs on radiation oncology physics using questions of randomly shuffled options

Peilong Wang, Jason Holmes, Zhengliang Liu +4

Purpose: We present an updated study evaluating the performance of large language models (LLMs) in answering radiation oncology physics questions, focusing on the recently released…

physics.med-ph2024

Robust Optimization for Spot Scanning Proton Therapy based on Dose-Linear Energy Transfer (LET) Volume Constraints

Jingyuan Chen, Yunze Yang, Hongying Feng +8

Purpose: Historically, spot scanning proton therapy (SSPT) treatment planning utilizes dose volume constraints and linear-energy-transfer (LET) volume constraints separately to bal…

physics.med-ph2024★ 7 cited

The status and challenges for prostate SBRT treatments in United States proton therapy centers: An NRG Oncology practice survey

Jiajian Shen, Paige A. Taylor, Carlos E. Vargas +8

A survey was designed to inquire about the practice of proton SBRT treatment for prostate cancer. The survey was distributed to all 30 proton therapy centers in the United States t…

physics.med-ph2024

Proton Pencil-Beam Scanning Stereotactic Body Radiation Therapy and Hypofractionated Radiation Therapy for Thoracic Malignancies: Patterns of Practice Survey and Recommendations for Future Development from NRG Oncology and PTCOG

Wei Liu, Hongying Feng, Paige A. Taylor +13

Stereotactic body radiation therapy (SBRT) and hypofractionation using pencil-beam scanning (PBS) proton therapy (PBSPT) is an attractive option for thoracic malignancies. Combinin…

cs.CL2024★ 2 cited

The Radiation Oncology NLP Database

Zhengliang Liu, Jason Holmes, Wenxiong Liao +12

We present the Radiation Oncology NLP Database (ROND), the first dedicated Natural Language Processing (NLP) dataset for radiation oncology, an important medical specialty that has…

physics.med-ph2023

Noisy probing dose facilitated dose prediction for pencil beam scanning proton therapy: physics enhances generalizability

Lian Zhang, Jason M. Holmes, Zhengliang Liu +11

Purpose: Prior AI-based dose prediction studies in photon and proton therapy often neglect underlying physics, limiting their generalizability to handle outlier clinical cases, esp…

physics.med-ph2023★ 2 cited

Artificial Intelligence-Facilitated Online Adaptive Proton Therapy Using Pencil Beam Scanning Proton Therapy

Hongying Feng, Jie Shan, Carlos E. Vargas +10

We propose an oAPT workflow that incorporates all these functionalities and validate its clinical implementation feasibility with prostate patients. AI-based auto-segmentation tool…

physics.med-ph2023★ 2 cited

Study of linear energy transfer effect on rib fracture in breast patients receiving pencil-beam-scanning proton therapy

Yunze Yang, Kimberly R. Gergelis, Jiajian Shen +8

Purpose: To study the effect of proton linear energy transfer (LET) on rib fracture in breast cancer patients treated with pencil-beam scanning proton therapy (PBS) using a novel t…

physics.med-ph2023

Beam mask and sliding window-facilitated deep learning-based accurate and efficient dose prediction for pencil beam scanning proton therapy

Lian Zhang, Jason M. Holmes, Zhengliang Liu +12

Purpose: To develop a DL-based PBSPT dose prediction workflow with high accuracy and balanced complexity to support on-line adaptive proton therapy clinical decision and subsequent…

physics.med-ph2023★ 149 cited

Evaluating Large Language Models on a Highly-specialized Topic, Radiation Oncology Physics

Jason Holmes, Zhengliang Liu, Lian Zhang +8

We present the first study to investigate Large Language Models (LLMs) in answering radiation oncology physics questions. Because popular exams like AP Physics, LSAT, and GRE have…

physics.med-ph2022

Ion Chamber Collection Efficiencies for Proton Spot Scanning Calibration

Keith M. Furutani, Nicholas N. Remmes, Jon J. Kruse +3

Charge accumulation was measured under calibration conditions in the spread-out Bragg peak (SOBP) using the calibration bias as well as a range of voltages from 10V to 500V and a F…