Evidence map›Paper›PMID 41228285›Full record

ArticleCancers2025

Predicting Radiotherapy Outcomes with Deep Learning Models Through Baseline and Adaptive Simulation Computed Tomography in Patients with Pharyngeal Cancer.

Kuo-Chen Wu, Shang-Wen Chen, Yuan-Yen Chang, Yao-Ching Wang, Ying-Chun Lin, Chao-Jen Chang, Zong-Kai Hsu, Ruey-Feng Chang, Chia-Hung Kao

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Kuo-Chen WuGraduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei 10617, Taiwan.ORCID 0000-0001-9292-2819
Shang-Wen ChenSchool of Medicine, China Medical University, Taichung 40402, Taiwan.
Yuan-Yen ChangDepartment of Computer Science and Information Engineering, National Taichung University of Science and Technology, Taichung 404336, Taiwan.
Yao-Ching WangDepartment of Radiation Oncology, China Medical University Hospital, Taichung 404327, Taiwan.
Ying-Chun LinSchool of Medicine, China Medical University, Taichung 40402, Taiwan.
Chao-Jen ChangArtificial Intelligence and Robotics Innovation Center, China Medical University Hospital, Taichung 404327, Taiwan.
Zong-Kai HsuArtificial Intelligence and Robotics Innovation Center, China Medical University Hospital, Taichung 404327, Taiwan.
Ruey-Feng ChangGraduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei 10617, Taiwan.
Chia-Hung KaoArtificial Intelligence and Robotics Innovation Center, China Medical University Hospital, Taichung 404327, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adaptive radiotherapycomputed tomographydeep contrastive learningpharyngeal cancertreatment outcome

Identifiers

PMID41228285
PMCPMC12606737

What OpenQuestion holds

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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.