MFA-CNN: An Emotion Recognition Network Integrating 1D-2D Convolutional Neural Network and Cross-Modal Causal Features.

Jing Zhang, Anhong Wang, Suyue Li, Debiao Zhang, Xin Li

Abstract read

In one paragraph

Article in Brain sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it

0cells of the map it votes in

4citing 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

4 citing papers in PubMed.

Spatial-Frequency Hypergraph Neural Network for EEG-fNIRS Emotion Recognition.Brain sciences · 2026
Article
MSA-CNN: A Multi-Scale Attention Convolutional Neural Network for fNIRS-Based Emotion Recognition.Biosensors · 2026
Article
Decoupled Bidirectional Spatio-Temporal Fusion Network for Hybrid EEG-fNIRS Cognitive Task Classification.Brain sciences · 2026
Article
EEG-fNIRS Cross-Subject Emotion Recognition Based on Attention Graph Isomorphism Network and Contrastive Learning.Brain sciences · 2026
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

5 authors.

Jing ZhangSchool of Electronic Information Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China.ORCID 0000-0002-2785-7456

Anhong WangSchool of Electronic Information Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China.

Suyue LiSchool of Electronic Information Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China.

Debiao ZhangSchool of Electronic Information Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China.

Xin LiMicroelectronic Equipment Department, The 2nd Research Institute of China Electronics Technology Group Corporation, Taiyuan 030024, China.

Funding

the Doctoral Scientific Research Starting Foundation of Taiyuan University of Science and Technology No. 2023098the Fundamental Research Program of Shanxi Province No. 202403021212260the Funding Awards for Outstanding Doctors Volunteering to Work in Shanxi Province No. 20242011the Science and Technology innovation Project of colleges and universities in Shanxi Province No. 2024L259

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

EEGemotion recognitionfNIRSGranger causalitymodality–frequency attention mechanism

Identifiers

PMID41300172

DOI10.3390/brainsci15111165

PMCPMC12650458

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.