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Author
Aura Hernandez-Sabate; Jose Elias Yauri; Pau Folch; Daniel Alvarez; Debora Gil
Title
EEG Dataset Collection for Mental Workload Predictions in Flight-Deck Environment
Type
Journal Article
Year
2024
Publication
Sensors
Abbreviated Journal
SENS
Volume
24
Issue
4
Pages
1174
Keywords
Abstract
High mental workload reduces human performance and the ability to correctly carry out complex tasks. In particular, aircraft pilots enduring high mental workloads are at high risk of failure, even with catastrophic outcomes. Despite progress, there is still a lack of knowledge about the interrelationship between mental workload and brain functionality, and there is still limited data on flight-deck scenarios. Although recent emerging deep-learning (DL) methods using physiological data have presented new ways to find new physiological markers to detect and assess cognitive states, they demand large amounts of properly annotated datasets to achieve good performance. We present a new dataset of electroencephalogram (EEG) recordings specifically collected for the recognition of different levels of mental workload. The data were recorded from three experiments, where participants were induced to different levels of workload through tasks of increasing cognition demand. The first involved playing the N-back test, which combines memory recall with arithmetical skills. The second was playing Heat-the-Chair, a serious game specifically designed to emphasize and monitor subjects under controlled concurrent tasks. The third was flying in an Airbus320 simulator and solving several critical situations. The design of the dataset has been validated on three different levels: (1) correlation of the theoretical difficulty of each scenario to the self-perceived difficulty and performance of subjects; (2) significant difference in EEG temporal patterns across the theoretical difficulties and (3) usefulness for the training and evaluation of AI models.
Address
Corporate Author
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Summary Language
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ISSN
ISBN
Medium
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Notes
IAM
Approved
no
Call Number
Admin @ si @ HYF2024
Serial
4019
Permanent link to this record
Author
Guillermo Torres; Debora Gil; Antoni Rosell; S. Mena; Carles Sanchez
Title
Virtual Radiomics Biopsy for the Histological Diagnosis of Pulmonary Nodules – Intermediate Results of the RadioLung Project
Type
Journal Article
Year
2023
Publication
International Journal of Computer Assisted Radiology and Surgery
Abbreviated Journal
IJCARS
Volume
Issue
Pages
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
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Editor
Language
Summary Language
Original Title
Series Editor
Series Title
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Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
IAM
Approved
no
Call Number
Admin @ si @ TGM2023
Serial
3830
Permanent link to this record
Author
Juan Borrego-Carazo; Carles Sanchez; David Castells; Jordi Carrabina; Debora Gil
Title
A benchmark for the evaluation of computational methods for bronchoscopic navigation
Type
Journal Article
Year
2022
Publication
International Journal of Computer Assisted Radiology and Surgery
Abbreviated Journal
IJCARS
Volume
17
Issue
1
Pages
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
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Summary Language
Original Title
Series Editor
Series Title
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Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
IAM
Approved
no
Call Number
Admin @ si @ BSC2022
Serial
3832
Permanent link to this record
Author
Antoni Rosell; Sonia Baeza; S. Garcia-Reina; JL. Mate; Ignasi Guasch; I. Nogueira; I. Garcia-Olive; Guillermo Torres; Carles Sanchez; Debora Gil
Title
EP01.05-001 Radiomics to Increase the Effectiveness of Lung Cancer Screening Programs. Radiolung Preliminary Results
Type
Journal Article
Year
2022
Publication
Journal of Thoracic Oncology
Abbreviated Journal
JTO
Volume
17
Issue
9
Pages
S182
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
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Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
IAM
Approved
no
Call Number
Admin @ si @ RBG2022b
Serial
3834
Permanent link to this record
Author
Antoni Rosell; Sonia Baeza; S. Garcia-Reina; JL. Mate; Ignasi Guasch; I. Nogueira; I. Garcia-Olive; Guillermo Torres; Carles Sanchez; Debora Gil
Title
Radiomics to increase the effectiveness of lung cancer screening programs. Radiolung preliminary results.
Type
Journal Article
Year
2022
Publication
European Respiratory Journal
Abbreviated Journal
ERJ
Volume
60
Issue
66
Pages
Keywords
Abstract
Address
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Series Title
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Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
IAM
Approved
no
Call Number
Admin @ si @ RBG2022c
Serial
3835
Permanent link to this record
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