Evidence mapPaperPMID 42511934Full record

ArticleBiomedicines2026

Toward Explainable Precision Nephrology: Machine Learning-Based Chronic Kidney Disease Prediction.

Moiz Qureshi, Akm Azad, Hasnain Iftikhar, Paulo Canas Rodrigues

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

4 authors.

Moiz QureshiDepartment of Statistics, University of Sindh, Jamshoro 76080, Pakistan.ORCID 0000-0003-4993-9433
Akm AzadDepartment of Mathematics and Statistics, Faculty of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 13318, Saudi Arabia.ORCID 0000-0002-5251-2214
Hasnain IftikharDepartment of Statistics, Quaid-i-Azam University, Islamabad 45320, Pakistan.ORCID 0000-0002-8533-5410
Paulo Canas RodriguesDepartment of Statistics, Federal University of Bahia, Salvador 40170-110, Brazil.ORCID 0000-0002-1248-9910

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencechronic kidney diseaseclinical decision supportexplainable AIfeature selectionmachine learningpersonalized healthcareprecision medicineSMOTEsustainable development goals

Identifiers

PMID42511934
PMCPMC13405985

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.