In six healthy males, confined in a hyperbaric chamber complex for 4 weeks, mental fatigue was assessed by means of a Working Memory Test. This test involved a decision-making task, which concerned the management of the chemical environment of a spacecraft affected by the presence of contaminants. Five items of reference information were shown on a screen and had to be memorized, then five "status" cards were given, upon which the need for corrective action had to be decided. Checking back to the reference information was permitted. The following parameters of the decision-making process were recorded: memorizing time (MT), decision-making time (DT), checking-back time (CT), total time per card (TT), and percent false decision (%E). Data analysis had to compensate for continued learning during the isolation period, because the pre-isolation training period had been too short. For this reason, only the last 3 weeks of isolation were considered. Only data from correct trials were used in data analysis. The group average performance measures were fairly constant over the 3-week period, indicating that there are no strong overall effects of isolation on mental functioning. There is a tendency towards increasing MT and CT and decreasing DT, but these changes are not statistically significant. There was also a tendency for increased mental fatigue on weekends (only the increase in CT was statistically significant). Analysis of the data for the one subject without missing days and with low and constant error rates over the three weeks shows that his behavior became more variable over time (particularly in DT), and that a breakdown of normal cognitive processes occurred on two days during the fourth week of isolation. Further experiments with a longer pre-isolation training period and a longer isolation period are needed to determine whether this is a general or an exceptional phenomenon.
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Exp Neurol
January 2025
Exercise Biochemistry Laboratory, Center of Physical Education and Sports, Federal University of Santa Maria, Santa Maria, Brazil; Department of Sports Methods and Techniques, Federal University of Santa Maria, Santa Maria, Brazil. Electronic address:
Traumatic brain injury (TBI) is a burdensome condition frequently associated with an increased risk of psychiatric disorders. Although the exact molecular signaling pathways have not yet been fully defined, the compromised integrity of functional brain networks in regions such as the prefrontal cortex and anterior cingulate cortex has been linked to persistent symptoms, including depression, fatigue, and sleep disorders. Understanding how TBI affects neural physiology enables the development of effective interventions.
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Department of Radiology, Functional and Molecular Imaging Key Lab of Shaanxi Province, The Second Affiliated Hospital of Air Force Medical University, No.569 Xinsi Road, Xi'an, 710038, Shaanxi, China. Electronic address:
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Sports, Exercise and Brain Sciences Laboratory, Sports Coaching College, Beijing Sport University, 100084 Beijing, China.
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January 2025
Institute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.
This study investigates mental fatigue in sports activities by leveraging deep learning techniques, deviating from the conventional use of heart rate variability (HRV) feature analysis found in previous research. The study utilizes a hybrid deep neural network model, which integrates Residual Networks (ResNet) and Bidirectional Long Short-Term Memory (Bi-LSTM) for feature extraction, and a transformer for feature fusion. The model achieves an impressive accuracy of 95.
View Article and Find Full Text PDFJ Clin Med
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Department Neurology, Upper Silesian Medical Center named After Prof. Leszek Giec, ul. Ziołowa 45/47, 40-635 Katowice, Poland.
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