Prostate cancer treatment recommendation study based on machine learning and SHAP interpreter

S Tang, H Zhang, J Liang, S Tang, L Li, Y Li… - Cancer …, 2024 - Wiley Online Library
This study utilized data from 140,294 prostate cancer cases from the Surveillance,
Epidemiology, and End Results (SEER) database. Here, 10 different machine learning …

Artificial Intelligence for Radiation Treatment Planning: Bridging Gaps From Retrospective Promise to Clinical Reality

L Conroy, J Winter, A Khalifa, G Tsui, A Berlin… - Clinical Oncology, 2025 - Elsevier
Artificial intelligence (AI) radiation therapy (RT) planning holds promise for enhancing the
consistency and efficiency of the RT planning process. Despite technical advancements, the …

EVALUATION OF AN END-TO-END RADIOTHERAPY TREATMENT PLANNING PIPELINE FOR PROSTATE CANCER

MD El Basha, CE Cardenas, J Pollard-Larkin… - 2024 - digitalcommons.library.tmc.edu
Radiation treatment planning is a crucial and time-intensive process in radiation therapy.
This planning involves carefully designing a treatment regimen tailored to a patient's specific …

Domain adaptation of automated treatment planning from computed tomography to magnetic resonance

A Khalifa, J Winter, I Navarro, C McIntosh… - Physics in Medicine & …, 2022 - iopscience.iop.org
Objective. Machine learning (ML) based radiation treatment planning addresses the iterative
and time-consuming nature of conventional inverse planning. Given the rising importance of …

Artificial Intelligence in Radiation Therapy Treatment Planning

X Zhu, J Fan, A Chawla, D Zheng - Artificial Intelligence In Radiation …, 2023 - World Scientific
Abstract Treatment planning is arguably the most critical step in the radiation oncology
workflow, and has traditionally involved intense manual work, highly trained expertise, and …

Clinical Application of AI for Radiation Therapy Treatment Planning

L Conroy, TG Purdie - Artificial Intelligence In Radiation Oncology, 2023 - World Scientific
There are numerous high-performing technical solutions for Artificial Intelligence (AI)-based
treatment planning; however, clinical use of these algorithms as standard-of-care in the …