Evidence mapPaperPMID 40429583Full record

ReviewJournal of clinical medicine2025

Cluster Analysis in Diabetes Research: A Systematic Review Enhanced by a Cross-Sectional Study.

Binura Taurbekova, Radmir Sarsenov, Muhammad M Yaqoob, Kuralay Atageldiyeva, Yuliya Semenova, Siamac Fazli, Andrey Starodubov, Akmaral Angalieva, Antonio Sarria-Santamera

Abstract readReview
In one paragraph

Review in Journal of clinical medicine, 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. Trial
  2. Article
  3. Article
  4. Review
  5. 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

9 authors.

Binura TaurbekovaDepartment of Biomedical Sciences, School of Medicine, Nazarbayev University, 5/1 Kerey and Zhanibek Khandar Str., Astana 010000, Kazakhstan.ORCID 0000-0002-9644-0910
Radmir SarsenovDepartment of Biology, School of Sciences and Humanities, Nazarbayev University, 53 Kabanbay Batyr Ave., Astana 010000, Kazakhstan.ORCID 0000-0002-9086-9396
Muhammad M YaqoobDepartment of Renal Medicine and Transplantation, The Royal London Hospital, Barts Health NHS Trust, Whitechapel Road, London E1 1BB, UK.
Kuralay AtageldiyevaDepartment of Medicine, School of Medicine, Nazarbayev University, 5/1 Kerey and Zhanibek Khandar Str., Astana 010000, Kazakhstan.ORCID 0000-0002-7048-1511
Yuliya SemenovaDepartment of Surgery, School of Medicine, Nazarbayev University, 5/1 Kerey and Zhanibek Khandar Str., Astana 010000, Kazakhstan.ORCID 0000-0003-1324-7806
Siamac FazliDepartment of Computer Science, School of Engineering and Digital Sciences, Nazarbayev University, 53 Kabanbay Batyr Ave., Astana 010000, Kazakhstan.ORCID 0000-0003-3397-0647
Andrey Starodubov«B.B.NURA» Hospitals Group, Office 815, 33/1 Mangilik El Str., Astana 010000, Kazakhstan.
Akmaral AngalievaWomen's Health Department, City Multidisciplinary Hospital No. 2, 6 Turar Ryskulov Str., Astana 010000, Kazakhstan.
Antonio Sarria-SantameraDepartment of Biomedical Sciences, School of Medicine, Nazarbayev University, 5/1 Kerey and Zhanibek Khandar Str., Astana 010000, Kazakhstan.ORCID 0000-0001-5734-7468

Funding

Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan AP19676488
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

classificationcluster analysisdiabetes mellitusdiabetic complicationphenotype

Identifiers

PMID40429583
PMCPMC12112067

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.