Evidence map›Paper›PMID 40868348›Full record

ArticleBioengineering (Basel, Switzerland)2025

A Language Vision Model Approach for Automated Tumor Contouring in Radiation Oncology.

Yi Luo, Hamed Hooshangnejad, Xue Feng, Gaofeng Huang, Xiaojian Chen, Rui Zhang, Quan Chen, Wil Ngwa, Kai Ding

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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.

Yi LuoDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21287, USA.
Hamed HooshangnejadDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21287, USA.ORCID 0000-0002-1953-0568
Xue FengCarina Medical LLC., Lexington, KY 40513, USA.ORCID 0000-0002-2181-9889
Gaofeng HuangCarina Medical LLC., Lexington, KY 40513, USA.ORCID 0000-0002-5828-0792
Xiaojian ChenDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21287, USA.ORCID 0009-0004-0260-7778
Rui ZhangDivision of Computational Health Sciences, Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA.
Quan ChenDepartment of Radiation Oncology, Mayo Clinic Arizona, Phoenix, AZ 85054, USA.
Wil NgwaDepartment of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.
Kai DingDepartment of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.ORCID 0000-0002-8202-0173

Funding

Spacer Enabled Robust Radiation Therapy (SERRT)R37CA229417 · NCI · JOHNS HOPKINS UNIVERSITY · PI DING, KAI · 2018 to 2021
$1.5M
CaREER: Cancer Research Education Excellence in RadiotherapyR25CA288263 · NCI · JOHNS HOPKINS UNIVERSITY · PI Heng Li, Akila Viswanathan · 2024 to 2026
$848k
National Cancer Institute of the National Institutes of Health R25CA288263National Cancer Institute of the National Institutes of Health R37CA229417NCI NIH HHS R25 CA288263NCI NIH HHS R37 CA229417
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

language vision modellung cancerradiotherapytumor contouring

Identifiers

PMID40868348
PMCPMC12383427

What OpenQuestion holds

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Registered trials

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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.