Evidence map›Paper›PMID 42452446›Full record

ArticleJournal of clinical medicine2026

Identifying Factors Associated with Prolonged Postoperative Mechanical Ventilation in Preterm Infants Undergoing Patent Ductus Arteriosus Ligation Using Machine Learning and SHAP Analysis: A Large-Sample Single-Center Retrospective Analysis.

Qiang Gao, Yu Cao, Xiwang Liu, Xicheng Zhang, Xucong Shi, Liyang Ying, Liping Shi, Taixiang Liu, Xiangming Fan

Abstract read
In one paragraph

Article in Journal of clinical medicine, 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

9 authors.

Qiang GaoDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Yu CaoClinical Data Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Xiwang LiuDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Xicheng ZhangDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Xucong ShiDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.ORCID 0000-0002-7058-6196
Liyang YingDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Liping ShiNeonatology Intensive Care Unit, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.
Taixiang LiuNeonatology Intensive Care Unit, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.ORCID 0000-0002-9259-4998
Xiangming FanDepartment of Cardiac Surgery & Heart Center, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child and Adolescents' Health and Diseases, Hangzhou 310052, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningmechanical ventilationpatent ductus arteriosuspreterm infantsrisk factors

Identifiers

PMID42452446
PMCPMC13362179

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.