Evidence map›Paper›PMID 42193478›Full record

ArticleBiomedicines2026

Machine Learning-Based Prediction of Ultrasound-Detected Hepatic Steatosis Within the Metabolic Dysfunction-Associated Steatotic Liver Disease Spectrum Using Routine Clinical and Biochemical Parameters.

Canan Akkus, Gamze Sonmez, Ali Sahin, Yigit Yazarkan, Melis Gokgoz, Feride Caglar, Sanem Kayhan

Abstract read
In one paragraph

Article in Biomedicines, 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.

Canan AkkusThe Department of Internal Medicine, Ankara Etlik City Hospital, Ankara 06170, Türkiye.ORCID 0000-0003-4990-4927
Gamze SonmezFaculty of Medicine, Hacettepe University, Ankara 06230, Türkiye.ORCID 0009-0001-3488-0283
Ali SahinDepartment of Emergency Service, Dr. Vefa Tanır Ilgın State Hospital, Konya 42600, Türkiye.ORCID 0000-0002-3139-8205
Yigit YazarkanFaculty of Medicine, Hacettepe University, Ankara 06230, Türkiye.ORCID 0009-0000-8989-5207
Melis GokgozThe Department of Internal Medicine, Ankara Etlik City Hospital, Ankara 06170, Türkiye.
Feride CaglarThe Department of Internal Medicine, Ankara Etlik City Hospital, Ankara 06170, Türkiye.
Sanem KayhanThe Department of Internal Medicine, Ankara Etlik City Hospital, Ankara 06170, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

hepatic steatosislogistic regressionmachine learningmetabolic dysfunction-associated steatotic liver diseasepredictive modeling

Identifiers

PMID42193478
PMCPMC13204908

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.