Frontiers in Neuroergonomics

Systematic Review

Published on 15 Sep 2025

Machine learning performance in EEG-based mental workload classification across task types: a systematic review

in Cognitive Neuroergonomics

Miloš Pušica
Bogdan Mijović
Maria Chiara Leva
Ivan Gligorijević

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1621309

719 views

Original Research

Accepted on 27 Aug 2025

An EEG-Network-Metric Based Approach to Real-Time Trust Inference in Human-Autonomy Teaming

in Neurotechnology and Systems Neuroergonomics

Gregory Bales
Allison Hayman
Torin Clark
Jason Dekarske
Sanjay Joshi
Zhaodan Kong

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1627483

343 views

Original Research

Accepted on 11 Aug 2025

Towards Neuroadaptive Chatbots: A Feasibility Study

in Neurotechnology and Systems Neuroergonomics

Diana E Gherman
Thorsten O Zander

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1589734

449 views

Systematic Review

Published on 11 Jul 2025

Neuro-insights: a systematic review of neuromarketing perspectives across consumer buying stages

in Consumer Neuroergonomics

Raveena Gupta
Anuj Pal Kapoor
Harsh V. Verma

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1542847

5,012 views

Original Research

Published on 02 Jul 2025

How low can you go: evaluating electrode reduction methods for EEG-based speech imagery BCIs

in Neurotechnology and Systems Neuroergonomics

Maurice Rekrut
Johannes Ihl
Tobias Jungbluth
Antonio Krüger

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1578586

1,102 views

Original Research

Published on 01 Jul 2025

The impact of cross-validation choices on pBCI classification metrics: lessons for transparent reporting

in Neurotechnology and Systems Neuroergonomics

Felix Schroeder
Stephen Fairclough
Frederic Dehais
Matthew Richins

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1582724

1,559 views

Original Research

Published on 18 Jun 2025

One size does not fit all: a support vector machine exploration of multiclass cognitive state classifications using physiological measures

in Cognitive Neuroergonomics

Jonathan Vogl
Kevin O'Brien
Paul St. Onge

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1566431

1,143 views

Original Research

Published on 18 Jun 2025

Validation of the EmotiBit wearable sensor for heart-based measures under varying workload conditions

in Consumer Neuroergonomics

Anna Vorreuther
Nektaria Tagalidou
Mathias Vukelić

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1585469

1,843 views

Original Research

Published on 30 May 2025

The brain networks indices associated with the human perception of comfort in static force exertion tasks

in Physical Neuroergonomics

Lina Ismail
Waldemar Karwowski

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1542393

1,149 views
1 citation

Original Research

Published on 13 May 2025

Wearables for tracking mental state in the classroom: ethical considerations from the literature and high school students

in Consumer Neuroergonomics

Anke Snoek
Anne-Marie Brouwer
Ivo V. Stuldreher
Pim Haselager
Dorothee Horstkötter

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1536781

2,034 views

Original Research

Published on 12 May 2025

Identifying EEG biomarkers of sense of embodiment in virtual reality: insights from spatio-spectral features

in Neurotechnology and Systems Neuroergonomics

Daniela Esteves
Madalena Valente
Shay Englander Bendor
Alexandre Andrade
Athanasios Vourvopoulos

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1572851

2,678 views

Original Research

Published on 09 May 2025

Detecting sources of anger in automated driving: driving-related and external factor

in Cognitive Neuroergonomics

Jordan Maillant
Christophe Jallais
Stéphanie Dabic

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1548861

1,221 views

Original Research

Published on 06 May 2025

Visualization and workload with implicit fNIRS-based BCI: toward a real-time memory prosthesis with fNIRS

in Cognitive Neuroergonomics

Matthew Russell
Samuel Hincks
Liang Wang
Amin Babar
Zaiyi Chen
Zachary White
Robert J. K. Jacob

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1550629

1,317 views

Original Research

Published on 28 Apr 2025

Learning selection-based augmented reality interactions across different training modalities: uncovering sex-specific neural strategies

in Cognitive Neuroergonomics

John Hayes
Joseph L. Gabbard
Ranjana K. Mehta

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1539552

1,266 views

Original Research

Published on 28 Apr 2025

From beeps to streets: unveiling sensory input and relevance across auditory contexts

in Cognitive Neuroergonomics

Silvia Korte
Manuela Jaeger
Marc Rosenkranz
Martin G. Bleichner

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1571356

1,462 views
3 citations

Systematic Review

Published on 25 Apr 2025

Systematic review of neurophysiological assessment techniques and metrics for mental workload evaluation in real-world settings

in Cognitive Neuroergonomics

Moussa Diarra
Jean Theurel
Benjamin Paty

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1584736

3,309 views
1 citation