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Emotional intelligence protects nurses against quiet quitting, turnover intention, and job burnout. 情商能保护护士避免默默辞职、离职意向和工作倦怠。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-25 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024030
Petros Galanis, Aglaia Katsiroumpa, Ioannis Moisoglou, Maria Kalogeropoulou, Parisis Gallos, Irene Vraka

Background: Emotional intelligence can improve nurses' interpersonal and coping skills, job performance, and resilience. However, there is a dearth in the literature on whether emotional intelligence affects levels of quiet quitting, turnover intention, and job burnout in nurses.

Objective: We examined the relationship between emotional intelligence, quiet quitting, turnover intention, and job burnout.

Methods: We conducted a cross-sectional study in Greece with a convenience sample of 992 nurses. We used the following valid tools to measure our study variables: the Trait Emotional Intelligence Questionnaire-Short Form, the Quiet Quitting Scale, and the single item burnout measure.

Results: The mean age of our nurses was 42.2 years. After controlling for gender, age, work experience, shift work, and understaffed department, the multivariable linear regression models indicated significant negative relationships between emotional intelligence and quiet quitting, turnover intention, and job burnout. Specifically, self-control reduced detachment, lack of motivation, job burnout, and turnover intention. Moreover, emotionality reduced detachment, lack of motivation, and lack of initiative. Sociability reduced lack of initiative and lack of motivation, while well-being reduced lack of motivation, job burnout, and turnover intention.

Conclusion: Emotional intelligence reduced quiet quitting, turnover intention, and job burnout in nurses. Therefore, nurse managers and policy-makers should apply interventions to optimize the emotional intelligence profiles of nurses.

背景情商可以提高护士的人际交往和应对技能、工作绩效和应变能力。然而,关于情商是否会影响护士的无声辞职、离职意向和工作倦怠程度的文献却很少:我们研究了情商、无声辞职、离职意向和工作倦怠之间的关系:我们在希腊进行了一项横断面研究,方便抽样调查了 992 名护士。我们使用了以下有效工具来测量研究变量:特质情绪智力问卷-简表、安静辞职量表和单项工作倦怠测量:护士的平均年龄为 42.2 岁。在控制了性别、年龄、工作经验、轮班工作和科室人员不足等因素后,多变量线性回归模型表明,情商与安静辞职、离职意向和工作倦怠之间存在显著的负相关。具体来说,自我控制减少了疏离感、缺乏动力、工作倦怠和离职意向。此外,情绪化降低了疏离感、缺乏动力和缺乏主动性。社交性减少了缺乏主动性和缺乏积极性,而幸福感则减少了缺乏积极性、工作倦怠和离职意向:结论:情商降低了护士的静默辞职、离职意向和工作倦怠感。因此,护士管理者和政策制定者应采取干预措施,优化护士的情商状况。
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引用次数: 0
Artificial intelligence in screening and diagnosis of surgical diseases: A narrative review. 人工智能在外科疾病筛查和诊断中的应用:叙述性综述。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-23 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024028
Giuseppe Palomba, Agostino Fernicola, Marcello Della Corte, Marianna Capuano, Giovanni Domenico De Palma, Giovanni Aprea

Artificial intelligence (AI) is playing an increasing role in several fields of medicine. It is also gaining popularity among surgeons as a valuable screening and diagnostic tool for many conditions such as benign and malignant colorectal, gastric, thyroid, parathyroid, and breast disorders. In the literature, there is no review that groups together the various application domains of AI when it comes to the screening and diagnosis of main surgical diseases. The aim of this review is to describe the use of AI in these settings. We performed a literature review by searching PubMed, Web of Science, Scopus, and Embase for all studies investigating the role of AI in the surgical setting, published between January 01, 2000, and June 30, 2023. Our focus was on randomized controlled trials (RCTs), meta-analysis, systematic reviews, and observational studies, dealing with large cohorts of patients. We then gathered further relevant studies from the reference list of the selected publications. Based on the studies reviewed, it emerges that AI could strongly enhance the screening efficiency, clinical ability, and diagnostic accuracy for several surgical conditions. Some of the future advantages of this technology include implementing, speeding up, and improving the automaticity with which AI recognizes, differentiates, and classifies the various conditions.

人工智能(AI)在多个医学领域发挥着越来越重要的作用。它作为许多疾病(如良性和恶性结直肠、胃、甲状腺、甲状旁腺和乳腺疾病)的重要筛查和诊断工具,也越来越受到外科医生的青睐。在文献中,还没有一篇综述将人工智能在主要外科疾病筛查和诊断方面的各种应用领域归纳在一起。本综述旨在介绍人工智能在这些领域的应用。我们通过搜索 PubMed、Web of Science、Scopus 和 Embase,对 2000 年 1 月 1 日至 2023 年 6 月 30 日期间发表的所有调查人工智能在外科手术中作用的研究进行了文献综述。我们将重点放在随机对照试验 (RCT)、荟萃分析、系统综述和观察性研究上,这些研究都涉及大型患者群体。然后,我们从所选出版物的参考文献列表中收集了更多相关研究。根据所审查的研究,我们发现人工智能可以大大提高筛查效率、临床能力和对几种外科疾病的诊断准确性。这项技术的一些未来优势包括实施、加速和提高人工智能识别、区分和分类各种病症的自动性。
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引用次数: 0
Effects of exercise, physical activity, and sports on physical fitness in adults with Down syndrome: A systematic review. 运动、体育活动和体育运动对唐氏综合征成人体能的影响:系统综述。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-23 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024029
Felipe Montalva-Valenzuela, Antonio Castillo-Paredes, Claudio Farias-Valenzuela, Oscar Andrades-Ramirez, Yeny Concha-Cisternas, Eduardo Guzmán-Muñoz

This systematic review aimed to analyze the effects of exercise, physical activity, and sports on physical fitness in adults with Down syndrome (DS). A literature search was conducted across four databases EBSCO, Scopus, Web of Science, and PubMed. The PRISMA guidelines were followed. The PEDro scale and the Cochrane risk of bias tool were used to assess the quality and risk of the studies, respectively. The protocol was registered in PROSPERO (code: CRD42023449627). Of the 423 records initially found, 13 were finally included in the systematic review, in which 349 adults with DS participated. 92% of the articles declared at least one significant difference post-intervention. The available evidence indicates that exercise, physical activity, and sports have a positive effect on some variables of physical fitness, especially strength, balance, body composition, cardiorespiratory fitness, flexibility, and functional capacity. Furthermore, it should be considered as an additional treatment or complementary therapy to improve the functionality and quality of life of adults with DS.

本系统综述旨在分析运动、体育活动和体育运动对唐氏综合症(DS)成人体能的影响。我们在 EBSCO、Scopus、Web of Science 和 PubMed 四个数据库中进行了文献检索。研究遵循了 PRISMA 指南。PEDro 量表和 Cochrane 偏倚风险工具分别用于评估研究的质量和风险。研究方案已在 PROSPERO 注册(代码:CRD42023449627)。在最初找到的 423 条记录中,有 13 条最终被纳入了系统综述,其中有 349 名成年 DS 患者参与了综述。92%的文章宣称干预后至少存在一个显著差异。现有证据表明,运动、体育活动和体育运动对体能的某些变量有积极影响,尤其是力量、平衡、身体成分、心肺功能、柔韧性和功能能力。此外,运动应被视为一种额外的治疗或辅助疗法,以改善成年 DS 患者的功能和生活质量。
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引用次数: 0
Evaluation of burnout levels among healthcare staff in anesthesiology departments in Greece - Is there a connection with anxiety and depression? 希腊麻醉科医护人员职业倦怠水平评估 - 是否与焦虑和抑郁有关?
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-19 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024027
Aikaterini Toska, Sofia Ralli, Evangelos C Fradelos, Ioanna Dimitriadou, Anastasios Christakis, Viktor Vus, Maria Saridi

Introduction: Healthcare workers in anesthesiology departments often experience burnout syndrome, which may be combined with anxiety and depression.

Aim: The study aimed to assess the levels of burnout among nurses and physicians working in anesthesiology departments in public hospitals in Attica and to investigate a possible correlation between burnout, anxiety, and depression.

Methodology: A cross-sectional study was conducted on physicians and nurses working in anesthesiology departments in public hospitals in Attica, Greece. A questionnaire was distributed electronically using the snowball sampling method, including questions about demographic characteristics, burnout, anxiety, and depression.

Results: Physicians and nurses in anesthesiology departments were found to have moderate levels of burnout, and normal/low levels of anxiety and depression. More specifically, it was found that 2% of physicians and 14.4% of nurses had extremely elevated levels of burnout. On the other hand, 6.1% of physicians and 23.7% of nurses had high anxiety, while 6.1% of physicians and 15.5% of nurses had elevated levels of depression. Females (p = 0.008), staff aged 45-55 (p = 0.021), lower educational level (p = 0.025), nurses (p = 0.001), more than 21 years of service (p = 0.001), and having children (p = 0.008) were determinants of greater levels of personal burnout. Work-related burnout correlated with having children (p = 0.017), whereas client-related burnout was significantly higher for nurses (p = 0.002). In addition, a correlation was found between anxiety, depression, and increased levels of burnout (p = 0.000).

Conclusions: As physicians and nurses working in anesthesiology departments have stressful jobs and work long hours, it is important to further study their physical, emotional, and mental exhaustion as well as psychological resilience levels.

引言目的:本研究旨在评估阿提卡州公立医院麻醉科护士和医生的职业倦怠程度,并调查职业倦怠、焦虑和抑郁之间可能存在的相关性:对希腊阿提卡州公立医院麻醉科的医生和护士进行了一项横断面研究。采用滚雪球式抽样方法以电子方式发放了一份调查问卷,其中包括人口统计学特征、职业倦怠、焦虑和抑郁等问题:结果发现,麻醉科医生和护士的职业倦怠程度适中,焦虑和抑郁程度正常/较低。更具体地说,有 2% 的医生和 14.4% 的护士职业倦怠程度极高。另一方面,6.1% 的医生和 23.7% 的护士焦虑程度较高,而 6.1% 的医生和 15.5% 的护士抑郁程度较高。女性(p = 0.008)、45-55 岁(p = 0.021)、学历较低(p = 0.025)、护士(p = 0.001)、工龄超过 21 年(p = 0.001)和有子女(p = 0.008)是个人职业倦怠水平较高的决定因素。与工作相关的职业倦怠与有无子女相关(p = 0.017),而与客户相关的职业倦怠在护士中明显较高(p = 0.002)。此外,焦虑、抑郁和职业倦怠程度的增加之间也存在相关性(p = 0.000):由于在麻醉科工作的医生和护士工作压力大、工作时间长,因此进一步研究他们的身体、情绪和精神疲惫程度以及心理承受力水平非常重要。
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引用次数: 0
Incarceration's lingering health effects on Black men: impacts persist into retirement. 监禁对黑人男性健康的持久影响:影响一直持续到退休。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-16 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024026
Shervin Assari

Background: The unique challenges Black men face within the criminal justice system underscore structural and systemic factors driving widespread inequalities. The long-term effects of these challenges on economic, health, and social outcomes as individuals transition to retirement remain poorly understood, highlighting a critical gap in our knowledge of life trajectories long after justice system involvement.

Objectives: This study investigated the enduring health impacts of incarceration on Black men, particularly focusing on the transition into retirement. It aimed to explore the influence of race and gender on experiences of incarceration before age 50, and how such experiences affected self-rated health during the retirement transition.

Methods: Utilizing data from the Health and Retirement Study, which followed individuals aged 50-59 for up to thirty years, this research examined the interplay of race, gender, incarceration history, and self-rated health during the retirement transition. Logistic regression and path modeling were employed for data analysis.

Results: Logistic regression results indicated that being Black, male, and having lower educational attainment significantly increased the likelihood of experiencing incarceration before the age of 50 (p < 0.05). This suggests that Black men with lower levels of education are at the greatest risk of incarceration. The path model revealed a correlation between incarceration experiences before age 50 and poorer self-rated health at the time of retirement.

Conclusion: The findings highlighted the disproportionately high risk of incarceration among Black men, especially those with lower educational attainment, and its persistent negative impacts on health decades later, including during the transition into retirement. Addressing structural racism and the mass incarceration of Black men is crucial for achieving racial health equity as individuals retire.

背景:黑人男性在刑事司法系统中面临的独特挑战凸显了造成普遍不平等现象的结构性和系统性因素。人们对这些挑战在个人过渡到退休后对经济、健康和社会结果的长期影响仍然知之甚少,这凸显了我们在了解司法系统介入后长期生活轨迹方面存在的重大差距:本研究调查了监禁对黑人男性健康的持久影响,尤其关注向退休的过渡。研究旨在探讨种族和性别对 50 岁前监禁经历的影响,以及这些经历如何影响退休过渡期的自我健康评价:本研究利用健康与退休研究(Health and Retirement Study)的数据(该研究对 50-59 岁的人进行了长达 30 年的跟踪调查),探讨了种族、性别、监禁史和退休过渡期自我健康评价之间的相互作用。数据分析采用了逻辑回归和路径模型:逻辑回归结果表明,黑人、男性和教育程度较低的人在 50 岁之前经历监禁的可能性明显增加(p < 0.05)。这表明,受教育程度较低的黑人男性面临的监禁风险最大。路径模型显示,50 岁前的监禁经历与退休时较低的自我健康评价之间存在相关性:研究结果凸显了黑人男性,尤其是受教育程度较低的黑人男性被监禁的风险过高,以及其对几十年后健康的持续负面影响,包括在向退休过渡期间。解决结构性种族主义和黑人男子被大规模监禁的问题,对于在个人退休后实现种族健康平等至关重要。
{"title":"Incarceration's lingering health effects on Black men: impacts persist into retirement.","authors":"Shervin Assari","doi":"10.3934/publichealth.2024026","DOIUrl":"10.3934/publichealth.2024026","url":null,"abstract":"<p><strong>Background: </strong>The unique challenges Black men face within the criminal justice system underscore structural and systemic factors driving widespread inequalities. The long-term effects of these challenges on economic, health, and social outcomes as individuals transition to retirement remain poorly understood, highlighting a critical gap in our knowledge of life trajectories long after justice system involvement.</p><p><strong>Objectives: </strong>This study investigated the enduring health impacts of incarceration on Black men, particularly focusing on the transition into retirement. It aimed to explore the influence of race and gender on experiences of incarceration before age 50, and how such experiences affected self-rated health during the retirement transition.</p><p><strong>Methods: </strong>Utilizing data from the Health and Retirement Study, which followed individuals aged 50-59 for up to thirty years, this research examined the interplay of race, gender, incarceration history, and self-rated health during the retirement transition. Logistic regression and path modeling were employed for data analysis.</p><p><strong>Results: </strong>Logistic regression results indicated that being Black, male, and having lower educational attainment significantly increased the likelihood of experiencing incarceration before the age of 50 (p < 0.05). This suggests that Black men with lower levels of education are at the greatest risk of incarceration. The path model revealed a correlation between incarceration experiences before age 50 and poorer self-rated health at the time of retirement.</p><p><strong>Conclusion: </strong>The findings highlighted the disproportionately high risk of incarceration among Black men, especially those with lower educational attainment, and its persistent negative impacts on health decades later, including during the transition into retirement. Addressing structural racism and the mass incarceration of Black men is crucial for achieving racial health equity as individuals retire.</p>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"11 2","pages":"526-542"},"PeriodicalIF":3.1,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11252577/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141724677","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An evaluation of digital intervention for perinatal depression and anxiety: A systematic review. 围产期抑郁和焦虑的数字化干预评估:系统综述。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-15 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024025
Siti Roshaidai Mohd Arifin, Amalia Kamaruddin, Noor Azimah Muhammad, Mohd Said Nurumal, Hazwani Mohd Mohadis, Nik Hazlina Nik Hussain, Shanti Wardaningsih

Digital intervention has been shown to be helpful in improving perinatal mental health. However, the design characteristics of such interventions have not been systematically reviewed. Considering that a lack of support-especially from a partner-is one of the major contributing factors to perinatal depression and anxiety, it is crucial to determine whether digital interventions have included partner participation. In this review, we systematically examined the design characteristics of digital interventions related to perinatal depression and anxiety and aimed to determine whether partner participation was incorporated as part of the interventions. Based on the PRISMA 2020 guidelines, five databases (PubMed, EBSCO, Cochrane, ProQuest, and Scopus) were searched. Narrative results of design characteristics were developed to provide a framework for the design and evaluation of the studies. A total of 12 intervention studies from China, Sweden, Australia, New Zealand, Singapore, Norway, and the United Kingdom were included. Across all studies, internet cognitive behavioral therapy and mindfulness therapy were overwhelmingly utilized as the major intervention approaches. While all studies reported reduced depressive symptoms after the intervention, only four studies reported subsequent decreased levels of both depressive and anxiety symptoms. Only one study included partner support in the intervention. Cognitive behavioral therapy and mindfulness therapy, two of the most common intervention approaches, were found to be effective in alleviating perinatal depression and anxiety. Partner participation should be prioritized in designing digital interventions to ensure comprehensive and easily accessible social support for persons in need.

数字干预已被证明有助于改善围产期心理健康。然而,此类干预措施的设计特点尚未得到系统的审查。考虑到缺乏支持--尤其是来自伴侣的支持--是导致围产期抑郁和焦虑的主要因素之一,因此确定数字化干预是否包括伴侣参与至关重要。在本综述中,我们系统地研究了与围产期抑郁和焦虑相关的数字化干预措施的设计特点,并旨在确定是否将伴侣参与作为干预措施的一部分。根据 PRISMA 2020 指南,我们检索了五个数据库(PubMed、EBSCO、Cochrane、ProQuest 和 Scopus)。设计特点的叙述性结果为研究的设计和评估提供了一个框架。共纳入了来自中国、瑞典、澳大利亚、新西兰、新加坡、挪威和英国的 12 项干预研究。在所有研究中,网络认知行为疗法和正念疗法被绝大多数研究用作主要的干预方法。虽然所有研究都报告称干预后抑郁症状有所减轻,但只有四项研究报告称抑郁症状和焦虑症状均随之减轻。只有一项研究在干预中加入了伙伴支持。研究发现,认知行为疗法和正念疗法这两种最常见的干预方法能有效缓解围产期抑郁和焦虑。在设计数字化干预措施时,应优先考虑伴侣的参与,以确保为有需要的人提供全面、便捷的社会支持。
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引用次数: 0
Negative effects of high public debt on health systems facing pandemic crisis: Lessons from COVID-19 in Europe to prepare for future emergencies. 高额公债对面临大流行病危机的卫生系统的负面影响:从欧洲 COVID-19 事件中吸取教训,为未来紧急情况做好准备。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-11 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024024
Mario Coccia, Igor Benati

The investigation goal here was to analyze how the level of public debt affects preparedness of health systems to face emergencies. In particular, this study examined the negative effects of high public debt on health systems of European countries in the presence of the COVID-19 pandemic crisis. Empirical evidence revealed that European countries with a lower level of government debt as a percentage of GDP both in 2009 and 2019 (the period before the arrival of the pandemic) had lower COVID-19 fatality rates compared to countries with higher levels of public debt. The explanation is that high levels of public debt in countries trigger budget constraints that limit their ability to allocate resources to healthcare systems (e.g., health expenditures and investments), weakening health system performance and causing systemic vulnerability and lower preparedness during emergencies, such as with the COVID-19 pandemic. Implications of health policies are suggested to improve strategies of crisis management.

本研究的调查目标是分析公共债务水平如何影响卫生系统应对紧急情况的准备程度。本研究特别考察了在 COVID-19 大流行危机下,高额公共债务对欧洲国家卫生系统的负面影响。经验证据显示,在 2009 年和 2019 年(大流行病来临之前的时期),政府债务占国内生产总值百分比较低的欧洲国家与公共债务水平较高的国家相比,COVID-19 死亡率较低。其原因是,公共债务水平高的国家预算紧张,限制了其向医疗系统分配资源(如医疗支出和投资)的能力,削弱了医疗系统的性能,造成系统脆弱性,降低了在 COVID-19 大流行等紧急情况下的防备能力。为改进危机管理策略,提出了卫生政策的影响。
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引用次数: 0
Impact of COVID-19 lockdown on physical activity behavior among students in Somalia. COVID-19 封锁对索马里学生体育活动行为的影响。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-10 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024023
Sameer Badri Al-Mhanna, Alexios Batrakoulis, Abdulrahman M Sheikh, Abdulaziz A Aldayel, Abdulwali Sabo, Mahaneem Mohamed, Hafeez Abiola Afolabi, Abdirizak Yusuf Ahmed, Sahra Isse Mohamed, Mehmet Gülü, Wan Syaheedah Wan Ghazali

Background: Due to the worldwide reach of the COVID-19 pandemic, authorities across the globe deemed it essential to enforce exceptional containment measures. Maintaining physical activity (PA) during this time was only feasible through engaging in activities at home. Therefore, this study focused on elucidating the levels of PA and well-being among Somali students in the aftermath of the lockdown measures implemented by governments at the onset of the COVID-19 pandemic.

Methods: This study was conducted in Somalia among undergraduate students studying at Somali International University. A total of 1266 students were included in the present study. An online survey was utilized to measure participant PA behavior. The assessment of PA was conducted in the aftermath of the COVID-19 pandemic, utilizing the Godin Leisure questionnaire. The study showed that 85.8% of the study participants (n = 1086) were between the ages of 17 and 22. More than half of the participants (58.7%, n = 743) were female and had no other employment (57.3%, n = 743).

Results: Jogging was the most frequently reported PA (57.3%, n = 726), and PA level was on average 59.7 minutes per day (SD = 25.9). Also, most of the study participants were in their last year (82.1%). In the regression analysis, age, gender, academic year, and work status were significant predictors of being physically active after the COVID-19 pandemic.

Conclusion: Factors affecting PA after the COVID-19 pandemic include age, gender, academic year, and work status. Males, younger individuals, and those who engage in outdoor exercise are more likely to be physically active. Once the COVID-19 restrictions were relaxed, undergraduate students in Somalia were physically active. A high level of PA appears to be advantageous for public health. Universities in Somalia should uphold school policies that promote an active lifestyle among students, aiming to maintain or enhance the existing level of PA.

背景:由于 COVID-19 大流行病的传播范围遍及全球,全球各地的当局都认为必须采取特殊的遏制措施。在此期间,只有在家中开展活动才能保持体育锻炼(PA)。因此,本研究的重点是阐明在 COVID-19 大流行开始时各国政府实施封锁措施后,索马里学生的体育锻炼水平和健康状况:本研究在索马里国际大学的本科生中进行。共有 1266 名学生参与了本研究。研究采用在线调查的方式对参与者的 PA 行为进行测量。在 COVID-19 大流行之后,利用 Godin Leisure 问卷对 PA 进行了评估。研究显示,85.8% 的研究参与者(n = 1086)年龄在 17-22 岁之间。超过半数的参与者(58.7%,n = 743)为女性,没有其他职业(57.3%,n = 743):结果:慢跑是最常见的体育锻炼(57.3%,n = 726),平均每天锻炼 59.7 分钟(SD = 25.9)。此外,大多数研究参与者都是去年参加的(82.1%)。在回归分析中,年龄、性别、学年和工作状况是 COVID-19 大流行后参加体育锻炼的重要预测因素:结论:影响 COVID-19 大流行后体育锻炼的因素包括年龄、性别、学年和工作状况。男性、年轻人和从事户外运动的人更有可能参加体育锻炼。一旦 COVID-19 的限制放宽,索马里的本科生就会积极参加体育锻炼。高水平的体育锻炼似乎对公众健康有利。索马里的大学应坚持在学生中推广积极生活方式的学校政策,以保持或提高现有的体育锻炼水平。
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引用次数: 0
Recurrent neural network for the dynamics of Zika virus spreading. 用于寨卡病毒传播动力学的循环神经网络。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-02 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024022
Kottakkaran Sooppy Nisar, Muhammad Wajahat Anjum, Muhammad Asif Zahoor Raja, Muhammad Shoaib

Recurrent Neural Networks (RNNs), a type of machine learning technique, have recently drawn a lot of interest in numerous fields, including epidemiology. Implementing public health interventions in the field of epidemiology depends on efficient modeling and outbreak prediction. Because RNNs can capture sequential dependencies in data, they have become highly effective tools in this field. In this paper, the use of RNNs in epidemic modeling is examined, with a focus on the extent to which they can handle the inherent temporal dynamics in the spread of diseases. The mathematical representation of epidemics requires taking time-dependent variables into account, such as the rate at which infections spread and the long-term effects of interventions. The goal of this study is to use an intelligent computing solution based on RNNs to provide numerical performances and interpretations for the SEIR nonlinear system based on the propagation of the Zika virus (SEIRS-PZV) model. The four patient dynamics, namely susceptible patients S(y), exposed patients admitted in a hospital E(y), the fraction of infective individuals I(y), and recovered patients R(y), are represented by the epidemic version of the nonlinear system, or the SEIR model. SEIRS-PZV is represented by ordinary differential equations (ODEs), which are then solved by the Adams method using the Mathematica software to generate a dataset. The dataset was used as an output for the RNN to train the model and examine results such as regressions, correlations, error histograms, etc. For RNN, we used 100% to train the model with 15 hidden layers and a delay of 2 seconds. The input for the RNN is a time series sequence from 0 to 5, with a step size of 0.05. In the end, we compared the approximated solution with the exact solution by plotting them on the same graph and generating the absolute error plot for each of the 4 cases of SEIRS-PZV. Predictions made by the model appeared to be become more accurate when the mean squared error (MSE) decreased. An increased fit to the observed data was suggested by this decrease in the MSE, which suggested that the variance between the model's predicted values and the actual values was dropping. A minimal absolute error almost equal to zero was obtained, which further supports the usefulness of the suggested strategy. A small absolute error shows the degree to which the model's predictions matches the ground truth values, thus indicating the level of accuracy and precision for the model's output.

循环神经网络(RNN)是一种机器学习技术,最近在包括流行病学在内的众多领域引起了广泛关注。在流行病学领域实施公共卫生干预取决于高效的建模和疫情预测。由于 RNN 可以捕捉数据中的顺序依赖关系,因此已成为该领域非常有效的工具。本文研究了 RNN 在流行病建模中的应用,重点是它们在多大程度上可以处理疾病传播中固有的时间动态。流行病的数学表达需要考虑时间变量,如感染传播的速度和干预措施的长期效果。本研究的目标是使用基于 RNN 的智能计算解决方案,为基于寨卡病毒传播的 SEIR 非线性系统(SEIRS-PZV)模型提供数值表现和解释。四种患者动态,即易感患者 S(y)、医院收治的暴露患者 E(y)、感染者比例 I(y)和康复患者 R(y),由流行病版本的非线性系统或 SEIR 模型表示。SEIRS-PZV 用常微分方程 (ODE) 表示,然后用 Mathematica 软件通过亚当斯法求解,生成数据集。数据集作为 RNN 的输出,用于训练模型和检查回归、相关性、误差直方图等结果。对于 RNN,我们使用 100% 来训练具有 15 个隐藏层和 2 秒延迟的模型。RNN 的输入是 0 到 5 的时间序列,步长为 0.05。最后,我们将近似解与精确解进行了比较,将它们绘制在同一张图上,并生成了 SEIRS-PZV 4 个案例中每个案例的绝对误差图。当平均平方误差(MSE)减小时,模型的预测似乎变得更加准确。平均平方误差的减小表明,模型预测值与实际值之间的方差正在减小,从而增加了与观测数据的拟合度。得到的最小绝对误差几乎等于零,这进一步证明了所建议策略的有用性。较小的绝对误差表明了模型预测值与实际值的匹配程度,从而表明了模型输出的准确度和精确度。
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引用次数: 0
Investigating the role of organizational stress in nurses' psychosomatic complaints: Evidence from a study in northeastern Italy. 调查组织压力在护士心身不适中的作用:来自意大利东北部一项研究的证据。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-03-27 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024021
Francesco Marcatto, Emilia Patriarca, Davide Bramuzzo, Emanuela Lucci, Francesca Larese Filon

Background: Nursing is pivotal to healthcare delivery but is often associated with high levels of organizational stress. In this cross-sectional study, we aimed to investigate the associations between exposure to organizational stressors, measured using the Health and Safety Executive Management Standards Indicator Tool, and psychosomatic complaints among nurses in a medium-sized city hospital in northeastern Italy.

Methods: A total of 215 nurses participated in the study, completing self-report questionnaires assessing organizational stressors and the prevalence of psychosomatic complaints experienced over the preceding six months.

Results: Significant associations were observed between various organizational stressors and psychosomatic complaints among nurses. Specifically, the Relationships factor emerged as a significant predictor of palpitations, irritability, anxiety, physical and mental tiredness, and headache. Additionally, Demands and Managers' support were identified as significant predictors of specific psychosomatic complaints.

Conclusion: This study highlights the critical role of addressing organizational stressors, particularly those related to interpersonal relationships, in promoting nurse well-being and optimizing patient care delivery. Despite its strengths, including the use of a well-established measurement tool and a comprehensive assessment of psychosomatic complaints, limitations such as the cross-sectional design and self-report measures warrant consideration. By prioritizing supportive work environments and implementing targeted interventions, healthcare organizations can cultivate a culture of well-being among nurses, ultimately enhancing the quality and safety of healthcare delivery.

背景:护理工作在医疗保健服务中举足轻重,但往往与高水平的组织压力有关。在这项横断面研究中,我们旨在调查意大利东北部一家中型城市医院的护士所面临的组织压力与心身疾病之间的关系,我们使用的是健康与安全执行委员会管理标准指标工具(Health and Safety Executive Management Standards Indicator Tool):共有 215 名护士参加了这项研究,他们填写了自我报告问卷,评估了组织压力因素和前六个月的心身不适症状:结果:研究发现,各种组织压力因素与护士的心身不适之间存在显著关联。具体来说,关系因素是心悸、易怒、焦虑、身心疲惫和头痛的重要预测因素。此外,要求和管理者的支持也被确定为特定心身不适的重要预测因素:本研究强调了解决组织压力(尤其是与人际关系相关的压力)在促进护士福祉和优化患者护理服务方面的关键作用。尽管这项研究具有使用成熟的测量工具和全面评估心身不适等优点,但其局限性,如横断面设计和自我报告措施,值得考虑。通过优先考虑支持性工作环境并实施有针对性的干预措施,医疗机构可以在护士中培养一种健康文化,最终提高医疗服务的质量和安全性。
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