Evidence map›Paper›PMID 41464153›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Explainable Machine Learning Models for Predicting FEV

Chih-Yueh Chang, Dee Pei, Yen-Liang Kuo, Li-Na Lee, Chung-Ze Wu, Ta-Wei Chu, Hsiang-Shi Shen, Chun-Yen Huang, Yao-Jen Liang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 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.

Chih-Yueh ChangDivision of Chest Medicine, Department of Internal Medicine, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City 243089, Taiwan.
Dee PeiDepartment of Internal Medicine, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City 243089, Taiwan.
Yen-Liang KuoDivision of Chest Medicine, Department of Internal Medicine, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City 243089, Taiwan.ORCID 0000-0001-9687-9352
Li-Na LeeDivision of Chest Medicine, Department of Internal Medicine, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City 243089, Taiwan.ORCID 0000-0002-7654-2450
Chung-Ze WuDivision of Endocrinology and Metabolism, Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei City 110301, Taiwan.ORCID 0000-0001-6118-6070
Ta-Wei ChuDepartment of Obstetrics and Gynecology, Tri-Service General Hospital, National Defense Medical Center, Taipei City 114202, Taiwan.ORCID 0000-0002-7629-7854
Hsiang-Shi ShenSchool of Medicine, College of Medicine, Fu Jen Catholic University, New Taipei City 242062, Taiwan.ORCID 0000-0003-1456-0319
Chun-Yen HuangGraduate Institute of Applied Science and Engineering, Fu-Jen Catholic University, New Taipei City 242062, Taiwan.ORCID 0000-0002-3347-5956
Yao-Jen LiangDepartment and Institute of Life Science, Graduate Institute of Applied Science and Engineering, Fu-Jen Catholic University, New Taipei City 24205, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

FEV1health examination cohortlactate dehydrogenaselung functionmachine learningSHAP

Identifiers

PMID41464153
PMCPMC12731951

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.