Evidence map›Paper›PMID 41302177›Full record

ArticleLife (Basel, Switzerland)2025

Using Radiomics and Explainable Ensemble Learning to Predict Radiation Pneumonitis and Survival in NSCLC Patients Post-VMAT.

Tsair-Fwu Lee, Lawrence Tsai, Po-Shun Tseng, Chia-Chi Hsu, Ling-Chuan Chang-Chien, Jun-Ping Shiau, Yang-Wei Hsieh, Shyh-An Yeh, Cheng-Shie Wuu, Yu-Wei Lin and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Life (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

11 authors.

Tsair-Fwu LeeMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.ORCID 0000-0002-3112-3594
Lawrence TsaiMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.
Po-Shun TsengMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.
Chia-Chi HsuMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.
Ling-Chuan Chang-ChienMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.
Jun-Ping ShiauMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.ORCID 0000-0003-0443-962X
Yang-Wei HsiehMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.ORCID 0000-0002-1374-0775
Shyh-An YehDepartment of Medical Imaging and Radiological Sciences, I-Shou University, Kaohsiung 82445, Taiwan.
Cheng-Shie WuuDepartment of Radiation Oncology, Columbia University, New York, NY 10032, USA.
Yu-Wei LinDepartment of Radiation Oncology, Kaohsiung Veterans General Hospital, Kaohsiung 813, Taiwan.
Pei-Ju ChaoMedical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist, Kaohsiung 80778, Taiwan.

Funding

National Science and Technology Council 113-2221-E-992-011-MY2, 114-2637-8-992-002
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ensemble learningexplainable artificial intelligencelung cancermachine learningradiation pneumonitisradiomicssurvival analysisvolumetric modulated arc therapy

Identifiers

PMID41302177
PMCPMC12653653

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.