Evidence map›Paper›PMID 42196938›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Enhanced Prediction of Cardiovascular Disease Through Integrated Machine Learning Models Combining Clinical and Demographic Characteristics.

Zhe Zhang, Dengao Li, Jumin Zhao, Huiting Ma, Fei Wang, Qinglian Hao

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. 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

6 authors.

Zhe ZhangCollege of Integrated Circuits, Taiyuan University of Technology, Taiyuan 030024, China.
Dengao LiCollege of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan 030024, China.ORCID 0000-0002-8310-7684
Jumin ZhaoCollege of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan 030024, China.
Huiting MaCollege of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan 030024, China.
Fei WangCardiovascular Medicine, Shanxi Cardiovascular Hospital, Taiyuan 030024, China.
Qinglian HaoCardiovascular Medicine, Shanxi Provincial Integrated TCM and WM Hospital, Taiyuan 030024, China.

Funding

Central Government-Guided Local Science and Technology Development Fund Project YDZJSX2022A011National Major Scientific Research Instrument Development Project 62027819Shanxi Provincial Key Research and Development Program 202102020101004
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical indicatorsdemographic characteristicsheart failuremachine learningpredictive analytics

Identifiers

PMID42196938
PMCPMC13205830

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.