Evidence map›Paper›PMID 40428130›Full record

ArticleBioengineering (Basel, Switzerland)2025

Development, Validation, and Deployment of a Time-Dependent Machine Learning Model for Predicting One-Year Mortality Risk in Critically Ill Patients with Heart Failure.

Jiuyi Wang, Qingxia Kang, Shiqi Tian, Shunli Zhang, Kai Wang, Guibo Feng

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
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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.

Jiuyi WangDepartment of General Medicine, The Affiliated Yongchuan Hospital of Chongqing Medical University, Chongqing 402160, China.ORCID 0009-0008-4035-8425
Qingxia KangDepartment of Cardiology, The Affiliated Yongchuan Hospital of Chongqing Medical University, Chongqing 402160, China.
Shiqi TianDepartment of General Medicine, The Affiliated Yongchuan Hospital of Chongqing Medical University, Chongqing 402160, China.
Shunli ZhangDepartment of General Medicine, The Affiliated Yongchuan Hospital of Chongqing Medical University, Chongqing 402160, China.
Kai WangDepartment of Cardiology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing 401336, China.ORCID 0000-0001-9052-1691
Guibo FengDepartment of General Medicine, The Affiliated Yongchuan Hospital of Chongqing Medical University, Chongqing 402160, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

heart failureintensive care unitmachine learningMIMIC-IV databaserandom survival foresttime-dependentXGBoost

Identifiers

PMID40428130
PMCPMC12108603

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.