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Psychic Life-Biological Molecule Bidirectional Relationship: Pathways, Mechanisms, and Consequences for Medical and Psychological Sciences—A Narrative Review
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In: International Journal of Molecular Sciences; Volume 23; Issue 7; Pages: 3932 (2022)
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| 2 |
THE ROLE OF INNOVATIVE TECHNOLOGIES IN TEACHING PHONETIC EXERCISES IN PRIMARY SCHOOL ...
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THE ROLE OF INNOVATIVE TECHNOLOGIES IN TEACHING PHONETIC EXERCISES IN PRIMARY SCHOOL ...
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| 5 |
Neutral Tone in Mandarin: Representation and Interaction with Utterance-level Prosody ...
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Zhang, Yixin. - : Apollo - University of Cambridge Repository, 2022
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| 6 |
Evangelical Mental Health During A Pandemic: A Three-Way Interaction Analysis
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In: Doctoral Dissertations and Projects (2022)
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| 7 |
The Effect of Studying a Double Degree in the Psychophysiological Stress Response in the Bachelor’s Thesis Defense
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 3; Pages: 1207 (2022)
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| 8 |
Spanish Translation and Psychometric Validation of a Measure of Acculturative Stress among Latinx Immigrants in the USA
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 5; Pages: 2808 (2022)
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| 9 |
The Role of Perceived Social Support and Stress in the Relationship between Hope and Depression among Chinese Shadow Education Tutors: A Serial Mediation Model
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 6; Pages: 3348 (2022)
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| 10 |
Telework and Face-to-Face Work during COVID-19 Confinement: The Predictive Factors of Work-Related Stress from a Holistic Point of View
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 7; Pages: 3837 (2022)
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| 11 |
Simultaneous Classification of Both Mental Workload and Stress Level Suitable for an Online Passive Brain–Computer Interface
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In: Sensors; Volume 22; Issue 2; Pages: 535 (2022)
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Abstract:
Research studies on EEG-based mental workload detection for a passive BCI generally focus on classifying cognitive states associated with the performance of tasks at different levels of difficulty, with no other aspects of the user’s mental state considered. However, in real-life situations, different aspects of the user’s state such as their cognitive (e.g., level of mental workload) and affective (e.g., level of stress/anxiety) states will often change simultaneously, and performance of a BCI system designed considering just one state may be unreliable. Moreover, multiple mental states may be relevant to the purposes of the BCI—for example both mental workload and stress level might be related to an aircraft pilot’s risk of error—and the simultaneous prediction of states may be critical in maximizing the practical effectiveness of real-life online BCI systems. In this study we investigated the feasibility of performing simultaneous classification of mental workload and stress level in an online passive BCI. We investigated both subject-specific and cross-subject classification approaches, the latter with and without the application of a transfer learning technique to align the distributions of data from the training and test subjects. Using cross-subject classification with transfer learning in a simulated online analysis, we obtained accuracies of 77.5 ± 6.9% and 84.1 ± 5.9%, across 18 participants for mental workload and stress level detection, respectively.
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Keyword:
classification; electroencephalography (EEG); mental workload; online BCI; passive brain–computer interface; stress; transfer learning
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URL: https://doi.org/10.3390/s22020535
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| 12 |
Promoting Mental Health and Wellbeing in Multicultural Australia: A Collaborative Regional Approach
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 5; Pages: 2723 (2022)
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| 13 |
Psychological Stress Level Detection Based on Heartbeat Mode
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In: Applied Sciences; Volume 12; Issue 3; Pages: 1409 (2022)
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| 14 |
Fuzzy Approach to Computational Classification of Burnout—Preliminary Findings
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In: Applied Sciences; Volume 12; Issue 8; Pages: 3767 (2022)
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| 15 |
Intercultural Differences in the Development of Pediatric Medical Traumatic Stress (PMTS) in Children Following Surgical Hospitalization
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In: Children; Volume 9; Issue 4; Pages: 526 (2022)
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| 16 |
Double-Network Tough Hydrogels: A Brief Review on Achievements and Challenges
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In: Gels; Volume 8; Issue 4; Pages: 247 (2022)
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| 17 |
Association between Pet Ownership and Mental Health and Well-Being of Canadians Assessed in a Cross-Sectional Study during the COVID-19 Pandemic
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 4; Pages: 2215 (2022)
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| 18 |
Examining Comprehension of Prosodic Contrasts in 7-12 Year Old Children
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