Evidence map›Paper›PMID 36174551›Full record

ArticlePhysics in medicine and biology2022

Validation of a deep learning-based material estimation model for Monte Carlo dose calculation in proton therapy.

Chih-Wei Chang, Shuang Zhou, Yuan Gao, Liyong Lin, Tian Liu, Jeffrey D Bradley, Tiezhi Zhang, Jun Zhou, Xiaofeng Yang

Abstract read
In one paragraph

Article in Physics in medicine and biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
  3. Deep learning-based Fast Volumetric Image Generation for Image-guided Proton Radiotherapy.IEEE transactions on radiation and plasma medical sciences · 2024
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Emerging technologies for cancer therapy using accelerated particles.Progress in particle and nuclear physics · 2023
    Article
  9. Article
  10. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Chih-Wei ChangDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Shuang ZhouDepartment of Radiation Oncology, Physics Division, Washington University in St. Louis School of Medicine, St. Louis, MO 63110, United States of America.
Yuan GaoDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Liyong LinDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Tian LiuDepartment of Radiation Oncology, Mount Sinai Medical Center, New York, NY 10029, United States of America.
Jeffrey D BradleyDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Tiezhi ZhangDepartment of Radiation Oncology, Physics Division, Washington University in St. Louis School of Medicine, St. Louis, MO 63110, United States of America.
Jun ZhouDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Xiaofeng YangDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.ORCID 0000-0001-9023-5855

Funding

eXtended Modular ANthropomorphic (XMAN) phantom for Imaging and Treatment Optimization in Radiotherapy.R01EB032680 · NIBIB · UNIVERSITY OF MARYLAND BALTIMORE · PI REN, LEI, YANG, XIAOFENG · 2022 to 2025
$2.4M
Multiparametric MRI-guided Prostate HDR Brachytherapy with Focal Tumor BoostR01CA215718 · NCI · EMORY UNIVERSITY · PI YANG, XIAOFENG · 2018 to 2022
$1.8M
Artificial Intelligence Driven Platform for PET/MR ImagingR56EB033332 · NIBIB · EMORY UNIVERSITY · PI MAO, HUI, YANG, XIAOFENG · 2022 to 2022
$764k
NCI NIH HHS R01 CA215718NIBIB NIH HHS R01 EB032680NIBIB NIH HHS R56 EB033332
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningProton TherapyAnimalsMonte Carlo MethodPhantoms, ImagingProtonsRadiotherapy Planning, Computer-AssistedSwineWaterProtonsWaterDECT material estimationdeep learning validationMonte Carlo dose calculationphysics-informed deep learningproton therapy

Identifiers

PMID36174551
PMCPMC9639218

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.