Evidence map›Paper›PMID 40564166›Full record

ArticleBiomedicines2025

Machine Learning-Augmented Triage for Sepsis: Real-Time ICU Mortality Prediction Using SHAP-Explained Meta-Ensemble Models.

Hülya Yilmaz Başer, Turan Evran, Mehmet Akif Cifci

Abstract read
In one paragraph

Article in Biomedicines, 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
  2. Article
  3. Article
  4. Review
  5. Article
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

3 authors.

Hülya Yilmaz BaşerDepartment of Emergency Medicine, Faculty of Medicine, Bandirma Onyedi Eylul University, 10250 Balıkesir, Türkiye.ORCID 0000-0002-1416-1521
Turan EvranDepartment of Anesthesia and Reanimation, Faculty of Medicine, Pamukkale University, 20070 Denizli, Türkiye.ORCID 0000-0003-4768-3622
Mehmet Akif CifciThe Institute of Computer Technology, Tu Wien University, 1040 Vienna, Austria.ORCID 0000-0002-6439-8826

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical critical decision supportdeep learningemergency departmentin-hospital mortalityintensive care unitmachine learningpredictive modelingsepsisstacked ensemble model

Identifiers

PMID40564166
PMCPMC12190226

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.