Evidence map›Paper›PMID 42351618›Full record

ArticleBiomedicines2026

Neural Network Interpretation of the Intensity of Damage Processes to Biological Membranes of Human Cells, Depending on the Degree of Polymetallic Contamination of the Territory.

Yulia A Tunakova, Svetlana V Novikova, Vsevolod S Valiev

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

3 authors.

Yulia A TunakovaDepartment of General Chemistry and Ecology, Kazan National Research Technical University Named After A. N. Tupolev-KAI, Kazan 420111, Russia.
Svetlana V NovikovaDepartment of Applied Mathematics and Computer Science and Research Laboratory Environmental and Industrial Safety, Kazan National Research Technical University Named After A. N. Tupolev-KAI, 10 K. Marx St., Kazan 420111, Russia.ORCID 0000-0001-8207-1010
Vsevolod S ValievResearch Institute for Problems of Ecology and Mineral Wealth Use of Tatarstan Academy of Sciences, 28 Daurskaya St., Kazan 420087, Russia.

Funding

The Ministry of Education and Science of the Russian Federation Agreement No. 075-03-2025-335, dated January 16, 2025. The registration number is 123030100016-5 (topic number FZSU-2023-0005)
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarker-based modelingbiosensingchildren’s health monitoringenvironmental health sensingmalondialdehyde detectionneural network modelingoxidative stress biomarkers

Identifiers

PMID42351618
PMCPMC13296554

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.