Evidence map›Paper›PMID 41594238›Full record

ArticleDiagnostics (Basel, Switzerland)2026

A Screening Method for Determining Left Ventricular Systolic Function Based on Spectral Analysis of a Single-Channel Electrocardiogram Using Machine Learning Algorithms.

Natalia Kuznetsova, Aleksandr Suvorov, Daria Gognieva, Zaki Fashafsha, Dmitrii Podgalo, Dinara Mesitskaya, Dmitry Shchekochikhin, Vsevolod Sedov, Petr Chomakhidze, Philippe Kopylov

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

10 authors.

Natalia KuznetsovaInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0003-4717-1272
Aleksandr SuvorovInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0002-2224-0019
Daria GognievaInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0002-0451-2009
Zaki FashafshaInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0001-5473-3101
Dmitrii PodgaloInstitute for Clinical Medicine, Sechenov First Moscow State Medical University, 19991 Moscow, Russia.ORCID 0009-0006-3463-6447
Dinara MesitskayaDepartment of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov First Moscow State Medical University, 19991 Moscow, Russia.ORCID 0000-0003-3541-6041
Dmitry ShchekochikhinThe City Clinical Hospital No. 1 named after N.I. Pirogov, 119049 Moscow, Russia.ORCID 0000-0002-8209-2791
Vsevolod SedovDepartment of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov First Moscow State Medical University, 19991 Moscow, Russia.ORCID 0000-0003-2326-9347
Petr ChomakhidzeInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0003-1485-6072
Philippe KopylovInstitute of Personalized Cardiology of The Center "Digital Biodesign and Personalized Healthcare" of Biomedical Science and Technology Park, Federal State Autonomous Educational Institution of Higher Education I.M. Sechenov First Moscow State Medical University of the Ministry of Health of the Russian Federation (Sechenovskiy University), 19991 Moscow, Russia.ORCID 0000-0001-5124-6383

Funding

grant from the Moscow government 0803-6/23
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceECGleft ventricular systolic dysfunctionmachine learningspectral analysis

Identifiers

PMID41594238
PMCPMC12840381

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.