Evidence map›Paper›PMID 42513513›Full record

ArticleJournal of clinical medicine2026

Development and External Validation of an Interpretable Machine Learning Framework for Predicting Pneumothorax-Associated Acute Kidney Injury: A Multicenter Retrospective Study.

Guanghao Pan, Jingli Fan, Wenhao Wang, Guang Yang, Jianling Su, Huining Liu

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

6 authors.

Guanghao PanDepartment of Thoracic Surgery, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.
Jingli FanDepartment of Thoracic Surgery, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.
Wenhao WangDepartment of Thoracic Surgery, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.
Guang YangDepartment of Thoracic Surgery, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.
Jianling SuDepartment of Critical Care Medicine IV, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.
Huining LiuDepartment of Thoracic Surgery, First Hospital of Hebei Medical University, Shijiazhuang 050031, China.ORCID 0009-0005-8368-0930

Funding

Department of Thoracic Surgery, First Hospital of Hebei Medical University N/A
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

acute kidney injuryexplainable artificial intelligenceintensive care unitmachine learningnomogrampneumothoraxpredictive modelrestricted cubic spline

Identifiers

PMID42513513
PMCPMC13412805

What OpenQuestion holds

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Registered trials

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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.