The automatic recognition technology of muscle fatigue has widespread application in the field of kinesiology and rehabilitation medicine. In this paper, we used surface electromyography (sEMG) to study the recognition of leg muscle fatigue during circuit resistance training. The purpose of this study was to solve the problem that the sEMG signals have a lot of noise interference and the recognition accuracy of the existing muscle fatigue recognition model is not high enough. First, we proposed an improved wavelet threshold function denoising algorithm to denoise the sEMG signal. Then, we build a muscle fatigue state recognition model based on long short-term memory (LSTM), and used the Holdout method to evaluate the performance of the model. Finally, the denoising effect of the improved wavelet threshold function denoising method proposed in this paper was compared with the denoising effect of the traditional wavelet threshold denoising method. We compared the performance of the proposed muscle fatigue recognition model with that of particle swarm optimization support vector machine (PSO-SVM) and convolutional neural network (CNN). The results showed that the new wavelet threshold function had better denoising performance than hard and soft threshold functions. The accuracy of LSTM network model in identifying muscle fatigue was 4.89% and 2.47% higher than that of PSO-SVM and CNN, respectively. The sEMG signal denoising method and muscle fatigue recognition model proposed in this paper have important implications for monitoring muscle fatigue during rehabilitation training and exercise.
Electromyography ; Memory, Short-Term ; Muscle Fatigue ; Neural Networks, Computer ; Recognition, Psychology

OBJECTIVE: To analyze the changes in psychological distress and quality of life of patients with advanced liver cancer after transformation therapy. METHODS: This study was conducted among 60 patients with advanced liver cancer undergoing transformation therapy from July, 2019 to March, 2022. Before and after 2-10 cycles of treatment, the patients were assessed for psychological distress and quality of life using a psychological stress thermometer and the Functional Assessment of Cancer Therapy-Hepatobiliary (FACT-Hep). RESULTS: The patients showed significantly lowered scores for psychological distress after transformation therapy (P < 0.01) with decreased psychological stress, emotional factors, tension, worry, sleep problems, memory decline and inattention, physical factors, pain, fatigue, eating problems and dyspepsia (P < 0.05). The total score of quality of life and the scores for physical status, social and family status, emotional status, functional status and hepatobiliary-specific items were all significantly lowered after the treatment (P < 0.05). CONCLUSION In patients with advanced liver cancer, the psychological distress involves mainly the emotional factors and physical factors. Transformation therapy can significantly relieve psychological distress of the patients and improve their quality of life.
Humans ; Quality of Life/psychology* ; Surveys and Questionnaires ; Psychological Distress ; Fatigue/psychology* ; Stress, Psychological ; Neoplasms ; Liver Neoplasms

OBJECTIVES: The coronavirus disease 2019 (COVID-19) pandemic is a global public health crisis, which elicits psychological problems in different population This study is to investigate the impact of COVID-19 on mental health in the front-line staff. METHODS: Patient Health Questionnare-9 (PHQ-9), Self-Rating Anxiety Scale (SAS), and Fatigue Self-assessment Scale (FSAS) were used to assess the depression, anxiety, and fatigue in front-line staff. RESULTS: The detection rates of depression, anxiety, and fatigue were 49.1%, 21.8%, and 76.0% among the front-line staff. The rates of depression, anxiety, and fatigue in community workers were higher than those in medical workers and other occupational staff (<0.01). The PHQ-9 of front-line staffs was negatively correlated with age, family income, family members' support, satisfaction of service objects, and sleep quality (all <0.01), while positively correlated with education level, fatigue, fear of pneumonia, and the duration of daily attention to the COVID-19 (all <0.01). SAS was negatively correlated with age, family income, family support, satisfaction of objects service, and sleep quality (all <0.01), while positively correlated with gender, fatigue, fear of pneumonia, and duration of daily attention to the COVID-19 (all <0.01). CONCLUSIONS The front-line workers should manage work and rest time reasonably to adjust their negative mood and fatigue. The government and the society should pay more attention to the psychological state of the front-line staff, particularly for the staff working in the community or villages and towns in preventing the COVID-19 pandemic. Thus, front-line staff can be obtained mental intervention or be taken a rest from the high-intensive work.
Anxiety ; diagnosis ; Betacoronavirus ; Coronavirus Infections ; prevention & control ; psychology ; Depression ; diagnosis ; Fatigue ; diagnosis ; Health Personnel ; psychology ; Humans ; Mental Health ; Pandemics ; prevention & control ; Pneumonia, Viral ; prevention & control ; psychology

Fibromyalgia (FM) is a contested illness with ill-defined boundaries. There is no clearly defined cut-point that separates FM from non-FM. Diagnosis of FM has been faced with several challenges that occur, including patients' health care-seeking behavior, symptoms recognition, and FM labeling by physicians. This review focuses on important but less visible factors that have a profound influence on under- or over-diagnosis of FM. FM shows different phenotypes and disease expression in patients and even in one patient over time. Psychosocial and cultural factors seem to be a contemporary ferment in FM which play a major role in physician diagnosis even more than having severe symptom levels in FM patients. Although the FM criteria are the only current methods which can be used for classification of FM patients in surveys, research, and clinical settings, there are several key pieces missing in the fibromyalgia diagnostic puzzle, such as invalidation, psychosocial factors, and heterogeneous disease expression. Regarding the complex nature of FM, as well as the arbitrary and illusory constructs of the existing FM criteria, FM diagnosis frequently fails to provide a clinical diagnosis fit to reality. A physicians' judgment, obtained in real communicative environments with patients, beyond the existing constructional scores, seems the only reliable way for more valid diagnoses. It plays a pivotal role in the meaning and conceptualization of symptoms and psychosocial factors, making diagnoses and labeling of FM. It is better to see FM as a whole, not as a medical specialty or constructional scores.
Chronic Pain ; Classification ; Diagnosis ; Dyssomnias ; Fatigue Syndrome, Chronic ; Fibromyalgia ; Headache ; Humans ; Judgment ; Musculoskeletal Diseases ; Patient Selection ; Phenotype ; Psychology ; Reproducibility of Results ; Surveys and Questionnaires

OBJECTIVE: We examined associations between emotional exhaustion and selected sociodemographic and psychological factors among nurses in inpatient and outpatient nursing units at a university hospital in South Korea. METHODS: The participants were 386 nurses who completed the Maslach Burnout Inventory, a measure of emotional exhaustion. Psychological characteristics were evaluated, including hardiness, self-esteem, experience of trauma, resilience, perceived stress, and social support. Correlation analyses examined the relationships between emotional exhaustion with sociodemographic, occupational, and psychological characteristics. Linear regression was used to evaluate the associations between emotional exhaustion and the assessed characteristics. RESULTS: Higher emotional exhaustion scores were associated with greater depression, anxiety, traumatic experience, and perceived stress. Exhaustion was inversely associated with hardiness, self-esteem, resilience, and quality of life. The regression analysis indicated that gender, marriage, resilience, depression, perceived stress, and secondary traumatic stress were significantly associated with emotional exhaustion. CONCLUSION: This study showed that psychological characteristics, such as resilience, depression, and secondary traumatic experiences, may cause emotional exhaustion. Understanding the needs of people with distinct demographic and psychological characteristics offers valuable direction for the development of intervention programs to prevent burnout among nurses.
Anxiety ; Compassion Fatigue ; Cross-Sectional Studies* ; Depression ; Humans ; Inpatients ; Korea ; Linear Models ; Marriage ; Nursing ; Nursing Staff ; Outpatients ; Psychology ; Quality of Life

BACKGROUND/AIMS: Inflammatory bowel disease (IBD) is a chronic disabling gastrointestinal disorder that diminishes the quality of life of the affected individuals. Limited data are available regarding the impact of IBD on the daily life of Koreans. METHODS: Self-administered, computer-aided, internet-based questionnaires were distributed to members of a Korean patient organization for IBD from March to April 2013, by the Korean Association for the Study of Intestinal Diseases. RESULTS: A total of 599 patients with IBD (387 with Crohn's disease [CD] and 212 with ulcerative colitis [UC]) were enrolled. The majority of patients (81%) expressed feelings of fatigue, weakness, and being worn out in their daily lives during times of flare; this percentage was reduced to 61% during remission. Respondents were absent from work or school for an average period of 18 days because of illness, within the first 6 months; the majority of respondents (64%) felt stressed about their absence. Forty-six percent of the respondents reported having received unfair comments at work, or having suffered discrimination. Forty-seven percent of the respondents felt that IBD had negatively affected their income and earnings. Compared with patients with UC, those with CD reported a more frequent negative impact of IBD on work, or more economic burden. More than half of the respondents (61%) reported that IBD had prevented them from making or keeping friends. CONCLUSIONS: IBD significantly impacts daily life, including work, education, and social relationships. Treatment that addresses the full spectrum of life of a patient would be more effective.
Colitis, Ulcerative ; Crohn Disease ; Discrimination (Psychology) ; Education ; Fatigue ; Friends ; Humans ; Inflammatory Bowel Diseases* ; Intestinal Diseases* ; Quality of Life ; Surveys and Questionnaires

PURPOSE: The purpose of this study was to identify the influences of sleep quality and mood state on fatigue in primary brain tumor patients. METHODS: The participants were 118 patients with primary brain tumors between May 2015 and March 2016. Data were collected using questionnaires including individual and disease related characteristics, the Pittsburgh Sleep Quality Index, Linear Analogue Self-Assessment scales, and The Fatigue Scale for Cancer Patients developed by Kim Kyeong-hee (2006). Data were analyzed using descriptive statistics, Pearson correlation, and hierarchical multiple regression. RESULTS: Fatigue had significant correlations with sleep quality (r=.55, p<.001) and mood state (r=.74, p<.001). The influencing factors for fatigue were mood state (β=.46, p<.001) was the best predictor of fatigue, followed by age (β=.17, p=.049), and performance status (β=-.19, p=.011). CONCLUSION: The research findings show that understanding of psychological factors such as anxiety, depression, confusion, energy and anger should be given priority for fatigue management in primary brain tumor patients. This study provides base data for managing fatigue in patients with primary brain tumors, and is expected to contribute to the improvement of the health of patients with primary brain tumor.
Anger ; Anxiety ; Brain Neoplasms* ; Depression ; Fatigue* ; Humans ; Psychology ; Self-Assessment ; Weights and Measures

PURPOSE: This study aimed to identify multidimensional factors influencing burnout in intensive care unit(ICU) nurses. METHODS: A descriptive cross-sectional design was used. Data were collected during February 2016 from a convenience sample of 222 tertiary hospital ICU nurses and analyzed using t-test, ANOVA, correlation analysis, and multiple regression analysis. RESULTS: Burnout correlated positively with compassion fatigue (CF)(r=.37, p < .001), and negatively with compassion satisfaction (CS)(r=-.66, p < .001). The regression model explained 57% of the variance in burnout. For individual characteristics in the model, perceived health status (β=-.27, p < .001) and gender (β=.14, p=.028) were the most influential factors for ICU nurses' burnout. In the model with added work-related characteristics, nursing environment (β=-.22, p=.001), perceived health status (β=-.20, p=.001), and satisfaction with department (β=-.19, p=.007) were the most influential factors. Finally, for the model with psychological characteristics added, CS (β=-.56, p < .001) and CF (β=.35, p < .001) were the most influential factors. CONCLUSION: Results reveal that most ICU nurses have a moderate level of CF and a moderate to high level of CS and burnout, and that individual, work-related and psychological factors are relevant in ICU nurses' burnout. Programs or interventions to reduce burnout should be developed taking into account these multidimensional factors.
Compassion Fatigue ; Critical Care ; Empathy ; Intensive Care Units ; Nursing ; Personal Satisfaction ; Psychology ; Tertiary Care Centers

Although marathon has been considered as a simple or natural event, the multiple factors affect its performance such as physique and physical fitness including physical, technical, and mental factors. Academic disciplinary topics for talent identification in marathon performance are supported by physical characteristics, exercise physiology, biochemistry, nutrition, psychology, biomechanics, development and growth, evaluation and measurement. The scientific factors of marathon consist of physical and physiological characteristics of runners, overcoming trial of environmental effects, nutritional and psychological approach, ergogenic aid, effective training program, shoes and clothes. Especially, cardiopulmonary-related physical fitness is evaluated by maximal oxygen uptake, anaerobic threshold, oxygen transport rate, and lactate tolerance. These scientific approaches for the improvement of running performance have been applied to the pick-up of excellent runner, exercise training, and actual running race for the overcome of limiting factors as environmental condition, exercise-induced fatigue, and injury, etc. In conclusion, we must consider the scientific factors for actual running race with physiological or psychological paradigm, technical application, nutritional approach, genetic analysis and information and communication and technology (ICT) convergence science for the scientific consideration of improvement in marathon running performance.
Anaerobic Threshold ; Aptitude ; Biochemistry ; Clothing ; Continental Population Groups ; Education ; Fatigue ; Genetics ; Growth and Development ; Humans ; Lactic Acid ; Oxygen ; Physical Fitness ; Physiology ; Psychology ; Running ; Shoes ; Sports*

BACKGROUND: Seafaring is an inherently stressful environment. Because working time and leisure time is spent in the same confined environment for a prolonged period of time, many stressors present in seafaring can also be conceived of as chronic. We explored the effects of duration at sea, seafaring experience, environmental stressors, and psychological capital (PsyCap) on the sleep quality and fatigue of seafarers. PsyCap is a construct that draws upon ideas from positive psychology and positive organizational behavior, and is intended to capture an individual's psychological capacities that can be developed and utilized for performance improvements. METHODS: We collected survey data from a sample of seafarers working in the offshore re-supply industry (n = 402) and a sample of seafarers working on board combined passenger and cargo ships (n = 340). RESULTS: PsyCap emerged as a robust predictor with statistically significant relations to fatigue and sleep quality in both samples. PsyCap also interacted with duration at sea in explaining fatigue in seafarers working on board the passenger and cargo ships. Seafarers on passenger and cargo ships also reported significantly higher levels of fatigue than those working in the offshore re-supply industry. CONCLUSION: Coupled with emerging research showing that PsyCap is trainable, our results suggest that maritime organizations could have much to gain by being cognizant of and developing routines for continually developing the PsyCap of their employees.
Fatigue* ; Leisure Activities ; Psychology ; Ships