Evidence map›Paper›PMID 41750707›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Machine Learning Model for Predicting Multidrug Resistance in Clinical

Yuksel Akkaya, Irfan Aydin, Handan Tanyildizi-Kokkulunk, Ayse Erturk, Ibrahim Halil Kilic

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

5 authors.

Yuksel AkkayaDepartment of Medical Microbiology, Hamidiye Faculty of Medicine, University of Health Sciences, Istanbul 34668, Türkiye.
Irfan AydinPharmacy Services Program, Pharmacy Services Department, Health Services Vocational School, Fenerbahce University, Istanbul 34758, Türkiye.ORCID 0000-0001-5488-2262
Handan Tanyildizi-KokkulunkDepartment of Arts & Sciences, Maine Maritime Academy, Castine, ME 04420, USA.
Ayse ErturkDepartment of Microbiology and Clinical Microbiology, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Education and Research Hospital, Istanbul 34668, Türkiye.
Ibrahim Halil KilicDepartment of Biology, Faculty of Arts and Sciences, Gaziantep University, Gaziantep 27410, Türkiye.ORCID 0000-0002-0272-5131

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

antibiotic resistanceclinical decision support systemKlebsiella pneumoniaemachine learningrandom forest

Identifiers

PMID41750707
PMCPMC12939074

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.