Evidence map›Paper›PMID 41300850›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Interpretable Adaptive Graph Fusion Network for Mortality and Complication Prediction in ICUs.

Mehmet Akif Cifci, Batuhan Öney, Fazli Yildirim, Hülya Yilmaz Başer, Metin Zontul

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. A Narrative Review of the Correlation Between Comorbidity and Acute Exacerbation of COPD Patients.International journal of chronic obstructive pulmonary disease · 2026
    Review
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

5 authors.

Mehmet Akif CifciThe Institute of Computer Technology, TU Wien University, 1040 Vienna, Austria.
Batuhan ÖneyDepartment of Electronics and Automation, Vocational School, Istinye University, 34396 Istanbul, Türkiye.ORCID 0009-0003-2430-0163
Fazli YildirimFaculty of Economics, Administrative and Social Sciences, Department of Management Information Systems, Istanbul Topkapı University, 34087 Istanbul, Türkiye.ORCID 0000-0002-8142-0466
Hülya Yilmaz BaşerDepartment of Emergency Medicine, Faculty of Medicine, Bandirma Onyedi Eylul University, 10250 Balıkesir, Türkiye.ORCID 0000-0002-1416-1521
Metin ZontulDepartment of Computer Engineering, Faculty of Engineering and Natural Sciences, Sivas University of Science and Technology, 58000 Sivas, Türkiye.ORCID 0000-0002-7557-2981

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Adaptive Graph Fusion Networkelectronic health recordsintensive careinterpretabilityrisk predictiontemporal modeling

Identifiers

PMID41300850
PMCPMC12651728

What Socratic 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 Socratic graph.