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R. Mumme

3 papers hereh-index 10276 citations28 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • physics.med-ph2
  • eess.IV1

identity via Semantic Scholar / OpenAlex

most citedDeep Learning-Based Dose Prediction for Automated, Individualized Quality Assurance of Head and Neck Radiation Therapy Plans

58 citations · 59 across the 3 of their papers we have counts for

collaborators

3 papers

physics.med-ph2025

Virtual Dosimetrists: A Radiotherapy Training "Flight Simulator"

Skylar S. Gay, Tucker Netherton, Barbara Marquez +7

Effective education in radiotherapy plan quality review requires a robust, regularly updated set of examples and the flexibility to demonstrate multiple possible planning approache…

physics.med-ph2022★ 58 cited

Deep Learning-Based Dose Prediction for Automated, Individualized Quality Assurance of Head and Neck Radiation Therapy Plans

Mary P. Gronberg, Beth M. Beadle, Adam S. Garden +20

Purpose: This study aimed to use deep learning-based dose prediction to assess head and neck (HN) plan quality and identify suboptimal plans. Methods: A total of 245 VMAT HN plans…

eess.IV2022★ 1 cited

Automated WBRT Treatment Planning via Deep Learning Auto-Contouring and Customizable Landmark-Based Field Aperture Design

Yao Xiao, Carlos Cardenas, Dong Joo Rhee +12

In this work, we developed and evaluated a novel pipeline consisting of two landmark-based field aperture generation approaches for WBRT treatment planning; they are fully automate…

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