Evidence map›Paper›PMID 41893450›Full record

ArticleReports (MDPI)2026

Accelerating Evidence Synthesis: A BERT-Assisted Workflow for Meta-Analyses of Radiotherapy Complications in Nasopharyngeal Carcinoma.

Tsair-Fwu Lee, Wen-Ping Yun, Hung-Wei Hsu, Jyun-Jie Wu, Ya-Shin Kuan, Yi-Lun Liao, Cheng-Shie Wuu, Liyun Chang, Yang-Wei Hsieh, Pei-Ju Chao

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Reports (MDPI), 2026. 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. Review
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

10 authors.

Tsair-Fwu LeeMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.ORCID 0000-0002-3112-3594
Wen-Ping YunMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.
Hung-Wei HsuMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.
Jyun-Jie WuMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.
Ya-Shin KuanMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.ORCID 0009-0000-7456-1781
Yi-Lun LiaoMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.
Cheng-Shie WuuDepartment of Radiation Oncology, Columbia University, New York, NY 10032, USA.
Liyun ChangDepartment of Medical Imaging and Radiological Sciences, I-Shou University, Kaohsiung 82445, Taiwan.ORCID 0000-0001-6712-2350
Yang-Wei HsiehMedical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, No. 415, Jiangong Rd., Sanmin Dist., Kaohsiung 80778, Taiwan.ORCID 0000-0002-1374-0775
Pei-Ju ChaoMedical Physics and Informatics Laboratory of Electronic 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-MY2National Science and Technology Council 114-2637-8-992-002
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceBERTcomplicationsmeta-analysisnasopharyngeal carcinomanatural language processingradiotherapy

Identifiers

PMID41893450
PMCPMC13030188

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.