McBethLab

Research

We are committed to bridging the gap between cutting-edge AI research and clinical practice, collaborating across disciplines and institutions to validate our models and methods, and training the next generation of medical scientist in the application of artificial intelligence to the clinic.

Highlighted

Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation
Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation
Hai Siong Tan, Kuancheng Wang, Rafe Mcbeth
Computers in Biology and Medicine   ·   01 Jun 2024   ·   doi:10.1016/j.compbiomed.2024.108605

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2024

Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation
Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation
Hai Siong Tan, Kuancheng Wang, Rafe Mcbeth
Computers in Biology and Medicine   ·   01 Jun 2024   ·   doi:10.1016/j.compbiomed.2024.108605

2023

Dosimetric Quality Comparisons Between MRI-Linac Vs Conventional VMAT for Prostate SBRT
Dosimetric Quality Comparisons Between MRI-Linac Vs Conventional VMAT for Prostate SBRT
Rafe Mcbeth, Mindy Joo, Zhuang Xiong, Jae Mo Park, Amir Owrangi
Medical Physics   ·   27 Dec 2023   ·   wosuid:WOS:000673145404398
Evaluation of Three Different Smart Assistants for Treatment Planning of VMAT Head and Neck Patients
Evaluation of Three Different Smart Assistants for Treatment Planning of VMAT Head and Neck Patients
Rafe Mcbeth, Mu-Han Lin, Dan Nguyen, Steve Jiang
Medical Physics   ·   10 Oct 2023   ·   wosuid:WOS:000471277705140
Towards Safer Artificial Intelligence-Based Radiation Therapy Treatment Planning: Adding Uncertainty Estimation to Volumetric Dose Prediction Using An Approximate Bayesian Method On Deep Neural Networks
Towards Safer Artificial Intelligence-Based Radiation Therapy Treatment Planning: Adding Uncertainty Estimation to Volumetric Dose Prediction Using An Approximate Bayesian Method On Deep Neural Networks
Rafe Mcbeth, Dan Nguyen, Steve Jiang, Aswathi Balagopal, Azar Barkousaraie
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000699864000019
Hard Constraint Approximation for Deep Learning in Radiation Therapy
Hard Constraint Approximation for Deep Learning in Radiation Therapy
Rafe McBeth, Mu-Han Lin, Andrew Godley, Steve Jiang, Dan Nguyen
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000699823200568
Deep Learning Based Treatment Plan Evaluation
Deep Learning Based Treatment Plan Evaluation
Xinran Zhong, Dan Nguyen, Rafe McBeth, Aswathi Balagopal, Maryam Mashayekhi, Mu-Han Lin, Steve Jiang
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000699863600574
Comparison of Artificial Intelligence Based Decision Support Tool for Head and Neck Treatment Planning
Comparison of Artificial Intelligence Based Decision Support Tool for Head and Neck Treatment Planning
Rafe McBeth, Dan Nguyen, Hua Wang, Roya Norouzi-Kandalan, Maryam Mashayekhi, Xinran Zhong, Zohaib Iqbal, Andrew Godley, Steve Jiang, Mu-Han Lin
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000699863600550
Commissioning of a Deep Learning-Based Radiotherapy Dose Calculation Engine
Commissioning of a Deep Learning-Based Radiotherapy Dose Calculation Engine
Xinran Zhong, Chao Xing, Dan Nguyen, Rafe McBeth, Roya Norouzi-Kandalan, Yue Zhang, Mu-Han Lin, Wei Lu, Steve Jiang
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000699864000244
Dosimetrist Knowledge Transfer Using Intelligent Agents
Dosimetrist Knowledge Transfer Using Intelligent Agents
Maryam Mashayekhi, Rafe Mcbeth, Zipalkumar Trivedi, Dan Nguyen, Steve Jiang, Mu-Han Lin
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000673145403027
BEST IN PHYSICS (THERAPY): Clinical Implementation of AI-Based 3D Dose Prediction Model as Physician Directive Support Tool to Streamline Head and Neck Planning Process
BEST IN PHYSICS (THERAPY): Clinical Implementation of AI-Based 3D Dose Prediction Model as Physician Directive Support Tool to Streamline Head and Neck Planning Process
Maryam Mashayekhi, Rafe Mcbeth, Zipalkumar Trivedi, Dan Nguyen, Steve Jiang, Mu-Han Lin
Medical Physics   ·   21 Jul 2023   ·   wosuid:WOS:000673145400135
Towards Artificial Intelligence and Clinician Integrated Systems (AICIS): Interactive Contour Revision with Deep Boundary Net
Towards Artificial Intelligence and Clinician Integrated Systems (AICIS): Interactive Contour Revision with Deep Boundary Net
Ti Bai, Ashwin Balagopal, Michael Dohopolski, Howard Morgan, Rafe McBeth, Jun Tan, Dan Nguyen, Steve Jiang
Medical Physics   ·   07 Jun 2023   ·   wosuid:WOS:000673145401229
Artificial intelligence guided physician directive improves head and neck planning quality and practice Uniformity: A prospective study
Artificial intelligence guided physician directive improves head and neck planning quality and practice Uniformity: A prospective study
Maryam Mashayekhi, Rafe McBeth, Dan Nguyen, Allen Yen, Zipalkumar Trivedi, ..., Vlad Avkshtol, Dat Vo, David Sher, Steve Jiang, Mu-Han Lin
Clinical and Translational Radiation Oncology   ·   01 May 2023   ·   doi:10.1016/j.ctro.2023.100616
Improved Dose Prediction Performance with Data Clustering and Transfer Learning On H&N Cancer Patients
Improved Dose Prediction Performance with Data Clustering and Transfer Learning On H&N Cancer Patients
Dan Nguyen, Rafe Mcbeth, Ti Bai, Azar Sadeghnejad Barkousaraie, Ashwin Balagopal, Steve Jiang
Medical Physics   ·   22 Apr 2023   ·   wosuid:WOS:000673145404286

2022

Standardizing Structure Labels in Head-And-Neck Region Using Non-Local 3D-ResNet
Standardizing Structure Labels in Head-And-Neck Region Using Non-Local 3D-ResNet
Jaewon Yang, Emmanuel Rozario, Ana Barragan Montero, Mu-Han Lin, Rafe Mcbeth, Steve Jiang, Hui Chao
Medical Physics   ·   13 Sep 2022   ·   wosuid:WOS:000471277702213
Quality Based Self-Evolving Training for a Deep Learning Based Dose Predictor for Head and Neck Patients
Quality Based Self-Evolving Training for a Deep Learning Based Dose Predictor for Head and Neck Patients
Rafe Mcbeth, Dan Nguyen, Steve Jiang
Medical Physics   ·   13 Sep 2022   ·   wosuid:WOS:000471277701047
Artificial Intelligence Guided Physician Directive Improves Head and Neck Planning Quality and Practice Uniformity: A Prospective Study
Artificial Intelligence Guided Physician Directive Improves Head and Neck Planning Quality and Practice Uniformity: A Prospective Study
Hai Siong Tan, Kuancheng Wang, Rafe Mcbeth
International Journal of Radiation Oncology Biology Physics   ·   13 Sep 2022   ·   wosuid:WOS:000715803801424
A Proof-of-Concept Study of Artificial Intelligence–assisted Contour Editing
A Proof-of-Concept Study of Artificial Intelligence–assisted Contour Editing
Ti Bai, Anjali Balagopal, Michael Dohopolski, Howard E. Morgan, Rafe McBeth, Jun Tan, Mu-Han Lin, David J. Sher, Dan Nguyen, Steve Jiang
Radiology: Artificial Intelligence   ·   01 Sep 2022   ·   doi:10.1148/ryai.210214
Production of neutrons by transport of a GCR solar minimum spectrum through shielding
Production of neutrons by transport of a GCR solar minimum spectrum through shielding
[no author info]
18th Topical Meeting of the Radiation Protection and Shielding Division of ANS, RPSD 2014   ·   31 May 2022   ·   eid:2-s2.0-84942693221
Chest X-Ray Quality Assurance Using Convolutional Networks: Identification of Clipped Images
Chest X-Ray Quality Assurance Using Convolutional Networks: Identification of Clipped Images
Rafe Mcbeth, Donglai Huo
Medical Physics   ·   31 May 2022   ·   wosuid:WOS:000434978002366
Dose Prediction with Deep Learning for Prostate Cancer VMAT Treatments
Dose Prediction with Deep Learning for Prostate Cancer VMAT Treatments
Roya Norouzi-Kandalan, Dan Nguyen, Zipalkumar Trivedi, Mu-Han Lin, Ana Barragan Montero, Rafe McBeth, Jaewon Yang, Wei Lu, Kamesh Namuduri, Steve Jiang
Medical Physics   ·   31 May 2022   ·   wosuid:WOS:000471277702299
Comparing the Stability of Deep Inspiration Breath-Holds Between ABC and VisionRT During Breast Irradiation
Comparing the Stability of Deep Inspiration Breath-Holds Between ABC and VisionRT During Breast Irradiation
Zohaib Iqbal, Rafe McBeth, Mindy Joo, Daniel Parsons, Asal Rahimi, Seung Kim, Amit Sawant, Xuejun Gu, Bo Zhao
[no publisher info]   ·   04 May 2022   ·   wosuid:WOS:000699863600548
Site‐agnostic 3D dose distribution prediction with deep learning neural networks
Site‐agnostic 3D dose distribution prediction with deep learning neural networks
Maryam Mashayekhi, Itzel Ramirez Tapia, Anjali Balagopal, Xinran Zhong, Azar Sadeghnejad Barkousaraie, Rafe McBeth, Mu‐Han Lin, Steve Jiang, Dan Nguyen
Medical Physics   ·   27 Jan 2022   ·   doi:10.1002/MP.15461

2021

A comparison of Monte Carlo dropout and bootstrap aggregation on the performance and uncertainty estimation in radiation therapy dose prediction with deep learning neural networks
A comparison of Monte Carlo dropout and bootstrap aggregation on the performance and uncertainty estimation in radiation therapy dose prediction with deep learning neural networks
Dan Nguyen, Azar Sadeghnejad Barkousaraie, Gyanendra Bohara, Anjali Balagopal, Rafe McBeth, Mu-Han Lin, Steve Jiang
Physics in Medicine & Biology   ·   22 Feb 2021   ·   doi:10.1088/1361-6560/ABE04F

2020

Neural Networks to Predict Radiographic Brain Injury in Pediatric Patients Treated with Extracorporeal Membrane Oxygenation
Neural Networks to Predict Radiographic Brain Injury in Pediatric Patients Treated with Extracorporeal Membrane Oxygenation
Neel Shah, Abdelaziz Farhat, Jefferson Tweed, Ziheng Wang, Jeon Lee, Rafe McBeth, Michael Skinner, Fenghua Tian, Ravi Thiagarajan, Lakshmi Raman
Journal of Clinical Medicine   ·   22 Aug 2020   ·   doi:10.3390/JCM9092718
Operating a treatment planning system using a deep‐reinforcement learning‐based virtual treatment planner for prostate cancer intensity‐modulated radiation therapy treatment planning
Operating a treatment planning system using a deep‐reinforcement learning‐based virtual treatment planner for prostate cancer intensity‐modulated radiation therapy treatment planning
Chenyang Shen, Dan Nguyen, Liyuan Chen, Yesenia Gonzalez, Rafe McBeth, Nan Qin, Steve B. Jiang, Xun Jia
Medical Physics   ·   28 Mar 2020   ·   doi:10.1002/mp.14114

2019

Incorporating human and learned domain knowledge into training deep neural networks: A differentiable dose‐volume histogram and adversarial inspired framework for generating Pareto optimal dose distributions in radiation therapy
Incorporating human and learned domain knowledge into training deep neural networks: A differentiable dose‐volume histogram and adversarial inspired framework for generating Pareto optimal dose distributions in radiation therapy
Dan Nguyen, Rafe McBeth, Azar Sadeghnejad Barkousaraie, Gyanendra Bohara, Chenyang Shen, Xun Jia, Steve Jiang
Medical Physics   ·   29 Dec 2019   ·   doi:10.1002/mp.13955

2018

Spatial resolution requirements for active radiation detectors used beyond low earth orbit
Spatial resolution requirements for active radiation detectors used beyond low earth orbit
Rafe A. McBeth, Thomas B. Borak
Life Sciences in Space Research   ·   01 Aug 2018   ·   doi:10.1016/j.lssr.2018.05.007

2016

SU‐F‐J‐182: Investigation of Systems for Improved Accuracy in Clinical Y‐90 Percent Delivered Calculations
SU‐F‐J‐182: Investigation of Systems for Improved Accuracy in Clinical Y‐90 Percent Delivered Calculations
R McBeth, D Elder, A Kesner
Medical Physics   ·   01 Jun 2016   ·   doi:10.1118/1.4956090

2015

Neutron yields and effective doses produced by Galactic Cosmic Ray interactions in shielded environments in space
Neutron yields and effective doses produced by Galactic Cosmic Ray interactions in shielded environments in space
Lawrence H. Heilbronn, Thomas B. Borak, Lawrence W. Townsend, Pi-En Tsai, Chelsea A. Burnham, Rafe A. McBeth
Life Sciences in Space Research   ·   01 Nov 2015   ·   doi:10.1016/j.lssr.2015.10.005
SU‐E‐T‐709: Spatial Resolution Requirements for Fragment Identification in a Carbon Ion Spread Out Bragg Peak
SU‐E‐T‐709: Spatial Resolution Requirements for Fragment Identification in a Carbon Ion Spread Out Bragg Peak
R McBeth, T Borak
Medical Physics   ·   01 Jun 2015   ·   doi:10.1118/1.4925073

2014

Quality factors for space radiation: A new approach
Quality factors for space radiation: A new approach
Thomas B. Borak, Lawrence H. Heilbronn, Lawrence W. Townsend, Rafe A. McBeth, Wouter de Wet
Life Sciences in Space Research   ·   01 Apr 2014   ·   doi:10.1016/j.lssr.2014.02.005
Neutron fluences and doses behind shielded environments in space
Neutron fluences and doses behind shielded environments in space
Lawrence Heilbronn, Lawrence Townsend, Chelsea Burnham, Hailey Green, Pi-En Tsai, Thomas Borak, Rafe McBeth
2014 IEEE Aerospace Conference   ·   01 Mar 2014   ·   doi:10.1109/aero.2014.6836309

citation image
[no title info]
[no author info]
[no publisher info]   ·   [no date info]   ·   doi:10.1016/J.ISSR.2014.02.005