Biol Psychol May 2021 PMID 33991592

Deep learning applied to electroencephalogram data in mental disorders: A systematic review.

Mateo de Bardeci, Cheng Teng Ip, Sebastian Olbrich

Mentions

17
Peak: 11 in Jun 2021
across 3 sources since May 2021

Extended reach

29,262
potential audience

Total likes

44

Video views

912

Mentions per month

May 2021 – Feb 2022

Where it's discussed

  • X / Twitter14 posts
  • YouTube2 videos
  • News1 articles

AI synopsis

What people are saying

The overall tone is one of interest and support, exemplified by posts sharing the article’s title and highlighting deep learning methods like CNNs, while using neutral language. The usage of hashtags and retweets illustrates an awareness of the article's relevance but stops short of deep critique, indicating a moderate impact on the community's understanding of the topic.

AgreementModerate agreement

Most posts acknowledge the importance of applying deep learning to EEG data in mental health, showing general support for the review's relevance.

InterestModerate interest

Discussions reflect moderate interest, with many posts sharing the article's title and mentioning key concepts like CNNs and LSTMs, indicating engagement but not deep critical analysis.

EngagementModerate engagement

Posts contain basic references to the topic, using hashtags and retweets, suggesting a surface-level engagement rather than detailed critique or interpretation.

ImpactModerate impact

There is recognition that the systematic review addresses significant methodological issues, implying a positive view of its potential influence on future research.

Abstract in brief

  • * A systematic review revealed that while EEG data acquisition and processing were generally well described, there was often a lack of comprehensive characterization of clinical features in many studies.
  • * The article emphasizes the need for improved clinical data quality and adherence to robust model selection and testing procedures to enhance the reliability and clinical relevance of future research on psychiatric disorders using deep learning.

Top posts

Most liked on X and Bluesky
Mahmoud Hassan - محمود حسن
@MahmoodHacan · X

Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/12t5Gq9PoS

Jun 13, 2021 · 20 likes · 8 shares · 942 followers View post →
Kazuki Yoshida
@kaz_yos · X

Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/qZKNNEMbkA

Jun 13, 2021 · 2 likes · 1 share · 5,573 followers View post →
SystematicReviewBot
@EvidenceRobot · X

RT @ds_vault: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - https://t.co/3yskz93Zpb - #dat…

Jun 13, 2021 · 1 share · 6,684 followers View post →
SystematicReviewBot
@EvidenceRobot · X

RT @DesigningAsana: #DeepLearning Applied to Electroencephalogram Data in Mental Disorders : A systematic Review - PubMed https://t.co/ihB…

May 17, 2021 · 1 share · 6,684 followers View post →
Martijn Arns
@Brainclinics · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 13, 2021 · 8 shares · 3,595 followers View post →
Matteo Fraschini
@matteo_brainnet · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 14, 2021 · 8 shares · 1,717 followers View post →

All mentions

JP_Zhang
@CD_loverz · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 19, 2021 · 8 shares · 40 followers View post →
Zexuan Hao
@yihao1815 · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 14, 2021 · 8 shares · 39 followers View post →
Matteo Fraschini
@matteo_brainnet · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 14, 2021 · 8 shares · 1,717 followers View post →
Daniel Borek (@dborek@scholar.social)
@danieltomasz · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 14, 2021 · 8 shares · 1,313 followers View post →
SystematicReviewBot
@EvidenceRobot · X

RT @ds_vault: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - https://t.co/3yskz93Zpb - #dat…

Jun 13, 2021 · 1 share · 6,684 followers View post →
Data Science Vault
@ds_vault · X

Deep learning applied to electroencephalogram data in mental disorders: A systematic review - https://t.co/3yskz93Zpb - #datascience #deeplearning

Jun 13, 2021 · 1 share · 680 followers View post →
Yasharz
@YasharZeighami · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 13, 2021 · 8 shares · 629 followers View post →
Dietmar Benz
@myown_account · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 13, 2021 · 8 shares · 153 followers View post →
Martijn Arns
@Brainclinics · X

RT @MahmoodHacan: Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/…

Jun 13, 2021 · 8 shares · 3,595 followers View post →
Kazuki Yoshida
@kaz_yos · X

Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/qZKNNEMbkA

Jun 13, 2021 · 2 likes · 1 share · 5,573 followers View post →
Mahmoud Hassan - محمود حسن
@MahmoodHacan · X

Deep learning applied to electroencephalogram data in mental disorders: A systematic review - ScienceDirect https://t.co/12t5Gq9PoS

Jun 13, 2021 · 20 likes · 8 shares · 942 followers View post →
SystematicReviewBot
@EvidenceRobot · X

RT @DesigningAsana: #DeepLearning Applied to Electroencephalogram Data in Mental Disorders : A systematic Review - PubMed https://t.co/ihB…

May 17, 2021 · 1 share · 6,684 followers View post →
Explainable AI
@Explainable_AI · X

#DeepLearning Applied to Electroencephalogram Data in Mental Disorders : A systematic Review - PubMed https://t.co/ihBEkldMHd

May 17, 2021 · 1 share · 30 followers View post →
Robin
@Coloradorobin · X

Deep Learning Applied to Electroencephalogram Data in Mental Disorders: A systematic Review #Learning via https://t.co/r12ZQ2CSWN https://t.co/IGU9pr3L12

May 17, 2021 · 123 followers View post →
(EAI - Springer Innovations in Communication and Computing) Luis ...
News

10.1016/j.procs.2015.08.609. 15. X.B. Ilia, X. Franch, J.A. Pastor ... biopsycho.2021.108117 38. S. Siuly, Y. Li, Y. Zhang, Electroencephalogram (EEG) ...

Dec 25, 2025 View →