The pace of modern life is accelerating, the pressure of life is gradually increasing, and the long-term accumulation of mental fatigue poses a threat to health. By analyzing physiological signals and parameters, this paper proposes a method that can identify the state of mental fatigue, which helps to maintain a healthy life. The method proposed in this paper is a new recognition method of psychological fatigue state of electrocardiogram signals based on convolutional neural network and long short-term memory. Firstly, the convolution layer of one-dimensional convolutional neural network model is used to extract local features, the key information is extracted through pooling layer, and some redundant data is removed. Then, the extracted features are used as input to the long short-term memory model to further fuse the ECG features. Finally, by integrating the key information through the full connection layer, the accurate recognition of mental fatigue state is successfully realized. The results show that compared with traditional machine learning algorithms, the proposed method significantly improves the accuracy of mental fatigue recognition to 96.3%, which provides a reliable basis for the early warning and evaluation of mental fatigue.
ObjectiveTo discuss the impact of health education for the patients with decompensated cirrhosis and their family members on patients' family life quality, psychological conditions, medication compliance, and re-admission rates. MethodsWe selected 100 decompensated cirrhosis patients between December 2012 and December 2013, and randomized them into two groups with 50 patients in each. One week prior to discharge, we conducted a comprehensive nursing assessment for the patients and developed hospital care regimen. Patients were followed up after discharge for six months. The control group underwent routine health education and extended care, while the experimental group had an addition of health education and extended care intervention on their family members. ResultsAnxiety and depression were alleviated in both the two groups. The psychological conditions of patients in the experimental group were significantly better than the control group (P<0.01). The total scores of quality of life was significantly different compared with the scores before intervention (P<0.01). Medication compliance improved more significantly in the experimental group after intervention (P<0.05). Re-admission rates decreased more significantly in the experimental group than the control group (P<0.01). ConclusionHealth education and extended care intervention for patients and their family members can improve patients' psychological conditions, promote medication compliance, reduce readmission rates, and improve patients' quality of family life.
ObjectiveTo systematically review the effect of different psychological intervention methods on depressive symptoms in patients with inflammatory bowel disease. MethodsPubMed, Embase, Cochrane Library, Web of Science, CNKI, WanFang Data, VIP and CBM databases were electronically searched to collect randomized controlled trials(RCTs) on psychological interventions on depression of patients with inflammatory bowel disease from inception to January 12, 2023. Two reviewers independently screened literature, extracted data and assessed the risk of bias of the included studies. Network meta-analysis was then conducted by using software Stata and GeMTC. ResultsA total of 18 articles, 1 567 patients and 6 psychological intervention methods were included. The results of the network meta-analysis showed that, compared with conventional nursing, music therapy, mindfulness therapy and cognitive behavioral therapy had statistically significant differences in the intervention effect of depression in patients with inflammatory bowel disease (P<0.05); Among the six psychological intervention methods included, there was a statistically significant difference in relaxation therapy compared with music therapy, writing expression and mindfulness therapy (P<0.05); The difference between cognitive behavioral therapy and music therapy and mindfulness therapy was statistically significant (P<0.05), while there was no statistically significant difference in other interventions (P>0.05). The SUCRA ranking probability chart showed that music therapy was the best intervention method for depression in patients with inflammatory bowel disease, followed by mindfulness therapy and cognitive behavioral therapy. ConclusionThe current evidence suggests that music therapy has an advantage in relieving depression in patients with inflammatory bowel disease, followed by mindfulness therapy or cognitive behavioral therapy. Due to the limited quality and quantity of the included studies, more high-quality studies are needed to verify the above conclusion.
Objective To study the earthquake emergency response capability and post-earthquake psychological state of students after the Wenchuan earthquake. And also, to investigate the level of earthquake-related knowledge so as to provide basic information for enhancing the emergency response capabilities among college students. Methods We selected 1% Sichuan University students by convenience sample method and conducted the survey in person with a self-designed questionnaire. Results were analyzed with Epidata 3.0 and SPSS13.0 software. Results We distributed 527 questionnaires and 517 (97.27%) valid questionnaires were retrieved. Most college students had a good grasp of earthquake knowledge: 65.4% to 97.7% of the responders gave the correct answers, but only 12.77% said they had ever received earthquake survival training. 15.2% suffered from fear after the earthquake, 59.4% became uneasy, and 25.4% remained calm. Gender, grade, or major were not the factors influencing the psychological state of college students after the earthquake (P= 0.246, 0.216, and 0.406, respectively). Also, earthquake survival training did not influence the psychological state of college students after the earthquake (P=0.090). Psychological intervention after the earthquake was identified as an important factor that affected the psychological state of students (P=0.002). Conclusion College students have a good grasp of the basic knowledge regarding earthquake, but relevant survival training is far from sufficient. Universities should strengthen earthquake survival training, enhance the post-earthquake emergency response capacity of students, and carry out post-disaster psychological intervention directly following an earthquake. There is no significant difference in the mental status among students of different genders, grades, or professional backgrounds.
ObjectiveTo observe the effect of psychological behavior intervention on anticipatory nausea and vomiting (ANV) of breast cancer patients undergoing chemotherapy. MethodsA total of 185 patients receiving chemotherapy between 2012 and 2013 were randomly divided into psychological behavior intervention group (study group) and conventional nursing group (control group). ANV classification standard and hospital anxiety and depression scale were used to evaluate the degree of ANV in the subjects. ResultsGeneral information of the two groups had no difference (P＞ 0.05) and showed good comparability. Both the incidence and degree of ANV in the study group were significantly less than those of control group (P＜ 0.01) . Moreover, the incidence of anxiety and depression showed significant difference between the two groups (P＜ 0.05) . ConclusionPsychological behavior intervention is an effective method to improve the treatment adherences and life quality of ANV patients undergoing chemotherapy.
Objective To assess and report on the current situation of the families of students, who were involved in the Wenchuan earthquake, to provide data for the government to make decisions that should help with recovery from the earthquake. Methods We selected 2 towns and 4 villages using stratified sampling to take account of different levels of destruction. We performed on-site surveys and secondary research. Results The psychological problems of the parents of the students were serious. These families’ economic situations were not good. Conclusion We should build ‘Mutual Aid’ organization and take the advantage of rural hospitals to promote the long-acting mechanism of the psychological intervention.
With the post-disaster psychological crisis has aroused wide attention, psychological first aid which can relieve psychological trauma and prevent post-traumatic disorder has been valued by many countries. However, mainly domestic psychological first aid training is simply theoretical training while its popularizing rate is low, it is urgent to learn from international experience to carry out more effective psychological first aid training. In the context of combination of medicine and industry, the paper majorly embodied virtual simulation’s potential in improving psychological intervention ability, deep learning level and self-efficacy. Furthermore, the paper analyzed and illustrated theoretical basis and function module of constructing psychological first aid training platform in detail, and prospected further improvement, which laid foundations for follow-up studies.
Objective To assess the psychological status of patients with lung cancer in ward preliminarily for providing the theoretical support for further clinical treatment. Methods Lung cancer patients were enrolled in this study during the period from January 2016 to January 2017, when they were being treated in the respiratory ward of Nanjing General Hospital. Their psychological status was assessed by using Symptom Check List 90, and the results with their demographic information and somatic symptoms were combined. Data were analyzed by using SPSS 18.0 software. Results This study included 239 inpatients, out of them 161 patients were male (67.4%), and the average age was 60.7±9.9 years. Sixty patients had a positive psychological status. The incidence of depression was 11.3% (27/239), of anxiety 4.2% (10/239), and of the total psychological disorder 25.1%. The patients had more serious psychological problems, when they had a longer course, more autonomic symptoms, or a lower score of Karnofsky performance scale, etc. Conclusion More serious psychological problems exist in patients with lung cancer, so it has the clinical significance for their timely psychological assessment.
ObjectiveTo analyze the quality of life (QOL) and psychological status among patients having undergone cardiac resynchronization therapy (CRT). MethodsA total of 42 patients underwent CRT in our hospital during January 2011 to January 2014. All the patients were studied by MOS SF-36 scale and symptom checklist-90 (SCL-90) on overall QOL and psychological QOL, respectively. Another 42 healthy people in matched control group were also tested. ResultsThe QOL of patients after CRT was significantly lower than that of healthy subjects (P<0.05). The psychological status score, which was obtained by the examination of SCL-90, was significantly higher in patients after CRT than in the healthy population (P<0.05). The length of the disease course and leveling exercise tolerance are the influence factors for the QOL and psychological status in patients undergoing CRT. Gender does not make any difference between the two groups. ConclusionThe QOL of patients having undergone CRT is significantly lower than that of healthy people, and the psychological status score is higher. Medical staff need to pay attention to the mental illness (such as depression, anxiety and panic) of patients after CRT, especially in patients with long course of disease, and patients who fail to improve exercise tolerance or who are mateless. Psychological interventions can further improve the QOL of patients.
Objective To systematically review the psychological resilience intervention in China, so as to evaluate its effectiveness. Methods Studies published as of October 2012 were searched in CBM, VIP, CNKI and WanFang Data. The randomized controlled trials (RCTs) and controlled before-and-after trials (CBAs) about psychological resilience intervention were included. Two reviewers independently performed screening, quality assessment and data extraction, and then reached a consensus after cross-check and discussion. Qualitative synthesis was adopted instead of meta-analysis for the existed significant deviations in outcomes of included studies. Results A total of 8 studies including 3 RCTs and 5 CBAs were included for the analysis. All the studies referred to the objects of students, including 6 for college students, 1 for secondary school students and 1 for left behind students in rural junior school. All 8 studies evaluated the effectiveness of group psychological guidance, 1 of which also compared the outcomes of psychological lectures. All the included trials suggested that group psychological guidance and psychological lectures might significantly improve the psychological resilience of subjects. Conclusion Current studies on psychological resilience intervention are limited, the measure has been taken seems relatively single, which mainly focuses on students and lacks of high-quality research design. It suggests take more diverse psychological resilience interventions for different population, and evaluate both short-term and long-term effectiveness by performing large sample, strictly designed and high-quality trials.