Evidence map›Paper›PMID 42795282›Full record

ArticleLife (Basel, Switzerland)2026

TriFusion-PCGNet: A Hybrid Multi-Branch Deep Learning Network for Energy-Aware Normal/Abnormal Heart Sound Classification.

Tolga Çakmak, Çetin Mirzaoğlu, Melike Demir, Fatih Demir

Abstract read
In one paragraph

Article in Life (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

4 authors.

Tolga ÇakmakDepartment of Cardiology, Balıkesir Atatürk City Hospital, University of Health Sciences Turkiye, Balıkesir 10050, Turkey.ORCID 0000-0002-4981-5521
Çetin MirzaoğluDepartment of Cardiology, Elazig Fethi Sekin City Hospital, University of Health Sciences, Elazig 23280, Turkey.ORCID 0009-0002-9956-1029
Melike DemirEco-Informatics Department, Fırat University, Elazig 23119, Turkey.
Fatih DemirINCISOFT Software Information Technologies, Fırat Teknokent, Fırat University, Elazig 23000, Turkey.ORCID 0000-0003-3210-3664

Funding

Fırat University MF.24.95
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

heart sound classificationmulti-branch deep learningnormal/abnormal classificationphonocardiogram (PCG)TriFusion-PCGNet

Identifiers

PMID42795282
PMCPMC13608380

What Socratic holds

Textmetadata
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.