Evidence map›Paper›PMID 40426942›Full record

ArticleBiomedicines2025

Prediction of Metabolic Parameters of Diabetic Patients Depending on Body Weight Variation Using Machine Learning Techniques.

Oana Vîrgolici, Daniela Lixandru, Andrada Mihai, Diana Simona Ștefan, Cristian Guja, Horia Vîrgolici, Bogdana Virgolici

Abstract read
In one paragraph

Article in Biomedicines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Oana VîrgoliciAcademy of Economic Studies, 010374 Bucharest, Romania.
Daniela LixandruFaculty of Midwifery and Nursing, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.ORCID 0000-0001-7526-1844
Andrada MihaiFaculty of Medicine, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.
Diana Simona ȘtefanNational Institute of Diabetes, Nutrition and Metabolic Disease "N. Paulescu", 020475 Bucharest, Romania.
Cristian GujaFaculty of Medicine, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.
Horia VîrgoliciFaculty of Medicine, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.
Bogdana VirgoliciFaculty of Medicine, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.

Funding

Romanian National Authority for Scientific Research, CNCS-UEFISCDI PN-II-ID PCE-2011-3-0429
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

body mass indexdiabetes mellitusdiet and nutritionmachine learningmetabolic healthweight loss

Identifiers

PMID40426942
PMCPMC12109560

What OpenQuestion 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 OpenQuestion graph.