Evidence map›Paper›PMID 42279511›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Explainable Boosting Machine in Sepsis Prediction Using Platelet Metabolomics: An Interpretable Machine Learning Approach.

Emek Guldogan, Burak Yagin, Yavuz Korkmaz, Sarah A Alzakari, Amal K Alkhalifa, Fahaid Al-Hashem, Fatma Hilal Yagin

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

7 authors.

Emek GuldoganDepartment of Biostatistics, and Medical Informatics, Faculty of Medicine, Inonu University, 44280 Malatya, Türkiye.ORCID 0000-0002-5436-8164
Burak YaginDepartment of Biostatistics, and Medical Informatics, Faculty of Medicine, Inonu University, 44280 Malatya, Türkiye.ORCID 0000-0001-6687-979X
Yavuz KorkmazDepartment of Family Medicine, Faculty of Medicine, Malatya Turgut Ozal University, 44210 Malatya, Türkiye.ORCID 0000-0003-1570-9402
Sarah A AlzakariDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.
Amal K AlkhalifaDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.ORCID 0000-0002-7273-4041
Fahaid Al-HashemDepartment of Physiology, College of Medicine, King Khalid University, Abha 61421, Saudi Arabia.ORCID 0000-0001-5795-9966
Fatma Hilal YaginDepartment of Biostatistics, Faculty of Medicine, Malatya Turgut Ozal University, 44210 Malatya, Türkiye.ORCID 0000-0002-9848-7958

Funding

Princess Nourah bint Abdulrahman University PNURSP2026R716
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarkersclinical decision supportexplainable boosting machinemachine learningmetabolomicsplatelet metabolismsepsis

Identifiers

PMID42279511
PMCPMC13256616

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.