Evidence map›Paper›PMID 42652134›Full record

ArticleBiomedicines2026

Predicting Insulin Resistance in Taiwanese Men Using Machine Learning: An Integrated Analysis of Biochemical Markers and Volatile Organic Compounds.

Yung-Sheng Cheng, Dee Pei, Ta-Wei Chu, Shih-Ming Kuo, Yao-Jen Liang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 2026. 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

5 authors.

Yung-Sheng ChengDivision of Pediatric Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei 114202, Taiwan.ORCID 0000-0002-9516-8943
Dee PeiDivision of Endocrinology and Metabolism, Department of Internal Medicine, School of Medicine, College of Medicine, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City 243089, Taiwan.
Ta-Wei ChuDepartment of Obstetrics and Gynecology, Tri-Service General Hospital, National Defense Medical University, Taipei 114202, Taiwan.ORCID 0000-0002-7629-7854
Shih-Ming KuoDivision of Pediatric Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei 114202, Taiwan.ORCID 0009-0005-0632-7463
Yao-Jen LiangGraduate Institute of Applied Science and Engineering and Department & Institute of Life Science, Fu Jen Catholic University, New Taipei City 242062, Taiwan.

Funding

Medical Affairs Bureau MND-MAB-D-115081
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarkersHOMA-IRinsulin resistancemachine learningvolatile organic compoundsXGBoost

Identifiers

PMID42652134
PMCPMC13509642

What Socratic holds

Textmetadata
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 Socratic graph.