Evidence map›Paper›PMID 40867148›Full record

ReviewBrain sciences2025

Fear Detection Using Electroencephalogram and Artificial Intelligence: A Systematic Review.

Bladimir Serna, Ricardo Salazar, Gustavo A Alonso-Silverio, Rosario Baltazar, Elías Ventura-Molina, Antonio Alarcón-Paredes

Abstract readReview
In one paragraph

Review in Brain sciences, 2025. 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

6 authors.

Bladimir SernaCentro de Innovación, Competitividad y Sostenibilidad, Universidad Autónoma de Guerrero, Acapulco 39640, Guerrero, Mexico.ORCID 0000-0002-4504-0095
Ricardo SalazarSECIHTI-Universidad Autonoma de Guerrero, Chilpancingo 39070, Guerrero, Mexico.ORCID 0000-0002-5844-8321
Gustavo A Alonso-SilverioFacultad de Ingeniería, Universidad Autónoma de Guerrero, Chilpancingo 39079, Guerrero, Mexico.ORCID 0000-0002-2699-140X
Rosario BaltazarDivisión de Estudios de Posgrado, Tecnológico Nacional de México/Campus León, León 37290, Guanajuato, Mexico.ORCID 0000-0002-8847-8732
Elías Ventura-MolinaCentro de Innovación y Desarrollo Tecnológico en Computo, Instituto Politécnico Nacional, Mexico City 07738, Mexico.ORCID 0000-0001-6859-4309
Antonio Alarcón-ParedesCentro de Investigación en Computación, Instituto Politécnico Nacional, Mexico City 07738, Mexico.ORCID 0000-0002-9785-1252

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

affective computingartificial intelligence (AI)brain–computer interface (BCI)brainwave analysisEEG signal processingelectroencephalography (EEG)emotion recognitionfear detectionmachine learning (ML)neural signalsneurotechnologyPRISMA

Identifiers

PMID40867148
PMCPMC12384336

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.