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.
The UK's National Institute for Health and Care Excellence (NICE) published guideline of mental wellbeing at work on March 2, 2022. The guideline covers how to create the right conditions for mental wellbeing in the workplace, with the aim of promoting supportive and inclusive workplace environments and helping people with or at potential risk of mental health problems. This review will interpret the guidelines in detail.
目的:了解地震住院伤员的身心状态,进行针对性心理干预。方法:采用方便抽样,应用作者根据应激理论设计的应激身心反应调查表［1］,通过对地震伤员的观察和访谈,对在2008年5月12日至5月30日在四川大学华西医院住院的371名地震伤员进行身心状态的评估,并进行有针对性的心理干预。结果:①地震伤员灾后急性期心身应激反应较严重,其中出现频率最多的症状是睡眠困难,对突然的噪音或声音感到紧张害怕,心情沮丧,感到身体紧张,心情难以平静;②不同性别地震伤员身心反应存在一定差异,女性反应症状重于男性;③年龄在小于12岁、12～18岁和41～50岁年龄段地震伤员的身心反应与其他年龄段地震伤员的身心反应存在差异;④地震伤员的身心反应与其性别、年龄、文化、个人受伤情况有关。结论:地震伤员灾后身心反应严重,急性期给予针对性心理干预十分重要。
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.
目的:分析汶川8.0级大地震致腹部外伤的患者的心理问题并探索其护理对策。方法:以汶川8.0级大地震致腹部外伤的19名患者为暴露组,普通患者20名和医务人员19名作为对照组。由3名医护人员运用汉密顿抑郁量表进行调查和分析。结果:地震伤员在睡眠质量、精神焦虑、抑郁情绪等3个方面与普通患者及医务人员比较有明显异常。结论:地震致腹部外伤患者的心理影响明显大于普通患者及医务人员,应进行及时有效的心理干预护理,以控制和减缓其心理问题。