Evidence map›Paper›PMID 41594162›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Voxel Normalization in LDCT Imaging: Its Significance in Texture Feature Selection for Pulmonary Nodule Malignancy Classification: Insights from Two Centers.

Chen-Hao Peng, Jhu-Fong Wu, Chu-Jen Kuo, Da-Chuan Cheng

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
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

4 authors.

Chen-Hao PengDepartment of Biomedical Imaging and Radiological Science, China Medical University, Taichung 404328, Taiwan.ORCID 0009-0006-3448-7090
Jhu-Fong WuDepartment of Radiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi 60002, Taiwan.
Chu-Jen KuoDepartment of Radiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi 60002, Taiwan.
Da-Chuan ChengDepartment of Biomedical Imaging and Radiological Science, China Medical University, Taichung 404328, Taiwan.ORCID 0000-0001-7955-9234

Funding

Ditmanson Medical Foundation Chia-Yi Christian Hospital Project No. R111-51
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

auto contouring fusioncomputer-aided diagnosisdeep learninglung nodulemachine learning

Identifiers

PMID41594162
PMCPMC12840336

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.