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Using Large Language Models to Assess Burnout Among Health Care Workers in the Context of COVID-19 Vaccine Decisions and Health Beliefs: Retrospective Cohort Study. 在COVID-19疫苗决策和健康信念的背景下,使用大型语言模型评估医护人员的职业倦怠:回顾性队列研究
Pub Date : 2025-07-04 DOI: 10.2196/73672
Samaneh Omranian, Lu He, AkkeNeel Talsma, Arielle A J Scoglio, Susan McRoy, Janet W Rich-Edwards

Background: Burnout among health care workers affects their well-being and decision-making, influencing patient and public health outcomes. Health care workers' health beliefs and COVID-19 vaccine decisions may affect the risks of burnout. Therefore, understanding the interplay between these crucial factors is essential for identifying at-risk staff, providing targeted support, and addressing workplace challenges to prevent further escalation of burnout-related issues.

Objective: This study examines how burnout is impacted by health beliefs and COVID-19 vaccine decisions among health care workers. Building on our previously developed Health Belief Model (HBM) classifier based on the HBM framework, which explains how individual perceptions of health risks and benefits influence behavior, we focused on key HBM constructs, including the perceived severity of COVID-19, perceived barriers to vaccination, and their relationship to burnout. We aim to leverage natural language processing techniques to automatically identify theoretically grounded burnout symptoms from comments authored by nurses in a large-scale, national survey and assess their associations with vaccine hesitancy and health beliefs.

Methods: We analyzed 1944 open-ended comments written by 1501 vaccine-hesitant nurses, using data from the Nurses' Health Study surveys. We fine-tuned LLaMA 3, an open-source large language model with few-shot prompts and enhanced performance with structured annotation guidance and reasoning-aware inference. Comments were classified into burnout dimensions-Emotional Exhaustion, Depersonalization, and Inefficacy-based on the Maslach Burnout Inventory framework.

Results: The model achieved a high weighted accuracy of 92% and an F1-score of 91% for Depersonalization. Emotional Exhaustion was identified in 52% (1003/1944) of comments, correlating strongly with perceived severity (189/323, 59%) and barriers to vaccination (281/650, 43%). Demographic analyses revealed significant variations in burnout prevalence, with older age groups reporting greater burnout.

Conclusions: This study highlights the relationship between burnout and vaccine decision-making among health care workers, uncovering areas for further exploration. By exploring the complex interplay between psychological strain and vaccine hesitancy, this study sets the stage for developing transformative interventions and policies that could redefine workforce resilience and public health strategies.

背景:卫生保健工作者的职业倦怠影响他们的幸福感和决策,影响患者和公共卫生结果。卫生保健工作者的健康信念和COVID-19疫苗决策可能会影响倦怠风险。因此,了解这些关键因素之间的相互作用对于识别有风险的员工,提供有针对性的支持,解决工作场所的挑战,防止倦怠相关问题的进一步升级至关重要。目的:本研究探讨卫生保健工作者健康信念和COVID-19疫苗决策对职业倦怠的影响。基于我们之前开发的基于HBM框架的健康信念模型(HBM)分类器,该分类器解释了个人对健康风险和益处的看法如何影响行为,我们将重点放在关键的HBM结构上,包括COVID-19的感知严重程度,疫苗接种的感知障碍及其与倦怠的关系。我们的目标是利用自然语言处理技术,从大规模的全国调查中护士撰写的评论中自动识别理论上有根据的倦怠症状,并评估其与疫苗犹豫和健康信念的关联。方法:我们使用护士健康研究调查的数据,分析了1501名疫苗犹豫护士撰写的1944份开放式评论。我们对LLaMA 3进行了微调,它是一个开源的大型语言模型,具有较少的提示,并通过结构化注释指导和推理感知推理增强了性能。基于Maslach倦怠量表框架,将评价分为情绪耗竭、人格解体和效率低下三个维度。结果:该模型获得了92%的高加权准确率和91%的去人格化f1得分。在52%(1003/1944)的评论中发现了情绪衰竭,与感知到的严重程度(189/323,59%)和疫苗接种障碍(281/650,43%)密切相关。人口统计分析揭示了倦怠患病率的显著差异,年龄越大的年龄组报告的倦怠程度越高。结论:本研究突出了医护人员职业倦怠与疫苗接种决策的关系,揭示了进一步探索的领域。通过探索心理压力和疫苗犹豫之间复杂的相互作用,本研究为制定变革性干预措施和政策奠定了基础,这些干预措施和政策可以重新定义劳动力弹性和公共卫生战略。
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引用次数: 0
Supporting Web-Based Teaching and Learning of Virtual Care Skills and Competencies: Development of an Evidence-Informed Framework. 支持基于网络的虚拟护理技能和能力的教学和学习:循证框架的发展。
IF 4 Pub Date : 2025-07-03 DOI: 10.2196/75868
Lorelli Nowell, Sara Dolan, Sonja Johnston, Michele Jacobsen, Diane L Lorenzetti, Elizabeth Oddone Paolucci

Background: Professionals across caring disciplines have played a significant role in the development of virtual care, which uses remote technologies to offer support and services from a distance. As virtual care becomes increasingly essential, instructors must ensure that students are equipped with both interpersonal abilities and digital competencies, merging traditional hands-on methods with web-based learning. Despite its growing importance, there is a lack of comprehensive frameworks to guide the design and delivery of web-based learning experiences that foster the development of virtual caring skills and competencies among students in caring professions.

Objective: This study aims to develop an evidence-informed framework to support web-based teaching and learning of virtual caring skills and competencies.

Methods: We present a synthesis of our research resulting in an evidence-informed framework. We integrated findings from an evidence synthesis, surveys, and semistructured interviews with students and educators, and consultations with key stakeholders.

Results: Principles of this framework include (1) connection and interaction; (2) compassion, empathy, and care; (3) vulnerability; (4) a client-centered focus; (5) inclusivity and accessibility; and (6) flexibility. The framework's four main domains are (1) virtual caring skills; (2) teaching and learning methods; (3) barriers to teaching, learning, and providing virtual care; and (4) facilitators of teaching, learning, and providing virtual care.

Conclusions: This framework was developed by and for students and educators to aid in planning, promoting, and enhancing virtual caring skills development. It can be used to better equip students to provide virtual care, thereby positively impacting client care and outcomes. This framework can support educators, students, decision makers, and practice partners to build learning experiences aimed at preparing students to provide virtual care effectively.

背景:跨护理学科的专业人员在虚拟护理的发展中发挥了重要作用,虚拟护理使用远程技术从远处提供支持和服务。随着虚拟护理变得越来越重要,教师必须确保学生具备人际交往能力和数字能力,将传统的实践方法与基于网络的学习相结合。尽管它越来越重要,但缺乏全面的框架来指导基于网络的学习体验的设计和交付,以促进护理专业学生虚拟护理技能和能力的发展。目的:本研究旨在开发一个循证框架,以支持基于网络的虚拟护理技能和能力的教学。方法:我们提出了一个综合我们的研究结果在一个证据知情的框架。我们综合了证据综合、调查、与学生和教育工作者的半结构化访谈以及与主要利益相关者的磋商的结果。结果:该框架的原则包括:(1)连接和交互;(2)同情、同理心和关怀;(3)漏洞;(4)以客户为中心;(5)包容性和可及性;(6)灵活性。该框架的四个主要领域是:(1)虚拟护理技能;(二)教学方法;(3)教学、学习和提供虚拟护理的障碍;(4)教学、学习和提供虚拟护理的促进者。结论:这个框架是由学生和教育工作者开发的,旨在帮助他们规划、促进和加强虚拟护理技能的发展。它可以用来更好地装备学生提供虚拟护理,从而对客户护理和结果产生积极影响。该框架可以支持教育工作者、学生、决策者和实践合作伙伴建立学习经验,旨在为学生提供有效的虚拟护理做好准备。
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引用次数: 0
Gamification as a Tool for Understanding Mental Disorders in Nursing Students: Qualitative Study. 游戏化作为理解护生精神障碍的工具:质性研究。
Pub Date : 2025-06-20 DOI: 10.2196/71921
Pablo Del Pozo-Herce, Alberto Tovar-Reinoso, Eva García Carpintero-Blas, Ana Casaux Huertas, Regina Ruiz de Viñaspre-Hernández, Antonio Martínez-Sabater, Elena Chover-Sierra, Marta Rodríguez-García, Raul Juarez-Vela

Background: Gamification has emerged as an innovative pedagogical strategy in the educational field, transferring game tools to the teaching-learning process to improve students' motivation and engagement.

Objective: This study aims to describe nursing students' perceptions of mental disorders using interactive cards as a gamification tool.

Methods: This research was carried out at the Nursing School of a University in Madrid, Spain, with the participation of 50 first-year students enrolled in the nursing degree's general and developmental psychology course. Data were collected through focus groups and reflective narratives with semistructured interview questions between March and April 2024. After data collection, transcripts were generated and subjected to thematic analysis following the Consolidated Criteria for Reporting Qualitative Research (COREQ) checklist.

Results: A total of three themes emerged from the analysis: (1) perception and stigma of mental disorders, (2) emotional connection and personal reflection in learning about mental disorders, and (3) gamification tools and their impact on learning.

Conclusions: Gamification, especially through interactive cards, is valuable for teaching psychology and mental disorders in nursing education. It enables students to gain a deeper clinical understanding of mental illnesses and explore their emotional and social dimensions. This methodology fosters emotional reflection, reduces stigma, and encourages active engagement, contributing to developing more empathetic, reflective, and better-prepared nursing professionals. Its integration into educational programs enhances academic and humanistic competencies essential for mental health care.

背景:游戏化已成为教育领域的一种创新教学策略,将游戏工具转移到教学过程中,以提高学生的动机和参与度。目的:本研究旨在描述护生使用互动卡片作为游戏化工具对精神障碍的认知。方法:本研究在西班牙马德里一所大学护理学院进行,共有50名护理学位普通和发展心理学课程的一年级学生参与。在2024年3月至4月期间,通过焦点小组和带有半结构化访谈问题的反思性叙述收集数据。数据收集后,生成成绩单,并根据报告定性研究的综合标准(COREQ)清单进行专题分析。结果:分析共得出三个主题:(1)精神障碍的认知和污名化;(2)精神障碍学习中的情感联系和个人反思;(3)游戏化工具及其对学习的影响。结论:游戏化,特别是通过互动卡片的形式,在护理学心理学和精神障碍教学中具有重要的应用价值。它使学生对精神疾病有更深的临床理解,并探索他们的情感和社会层面。这种方法促进情感反思,减少耻辱感,鼓励积极参与,有助于培养更具同情心、反思能力和准备更充分的护理专业人员。它与教育计划的整合提高了精神卫生保健所必需的学术和人文能力。
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引用次数: 0
Effect of an Extended Reality Simulation Intervention on Midwifery Students' Anxiety: Systematic Review. 扩展现实模拟干预对助产学学生焦虑的影响:系统回顾。
IF 4 Pub Date : 2025-06-18 DOI: 10.2196/68984
Clara Pérez de Los Cobos Cintas, Nicolas Vuillerme, Guillaume Thomann, Lionel Di Marco

Background: Midwifery students often experience anxiety due to several factors, such as the clinical experiences faced. Simulation-based learning in nursing and midwifery studies using extended reality (XR) tools offers the opportunity to manage better educational processes while reducing this anxiety.

Objective: This study aims to evaluate the current knowledge and understanding of how the use of XR gesture-simulation-based tools allows a better understanding of the anxiety levels of midwives and nurses in educational settings.

Methods: We conducted a systematic review, a scientific literature search following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. Using PubMed, IEEE, Scopus, and Web of Science, up to March 2024, 1005 articles were found to identify studies that reported the effectiveness of these technologies for gesture simulation in education and training on nursing and midwifery student anxiety. The inclusion-exclusion criteria were based on the PICO (population, intervention, control, and outcomes) framework. The population included nurses, midwives, and nursing and midwifery students of any kind using any virtual or augmented or mixed reality simulation training tool to perform a procedure aimed at reducing anxiety. In addition, the Cochrane risk of bias tool was used to evaluate the quality of the systematic review and the bias in the included studies. A narrative synthesis was conducted due to the heterogeneity of study designs and outcome measures. Key findings were summarized in a structured table and grouped according to the learning objective, simulating and performing procedures in an educational setting.

Results: Overall, 7 articles, involving a total of 428 participants, were included in this review. The findings indicate that XR can effectively reduce anxiety in midwifery and nursing education. However, the limited number of studies highlights a research gap in the field, particularly in the area of mixed reality, which warrants further exploration.

Conclusions: This systematic review highlights the potential of XR-based gesture-simulation tools in reducing anxiety among midwifery and nursing students. The included studies suggest that XR-enhanced training provides a more immersive and controlled learning environment, helping students manage stress and improve procedural confidence. However, the limited number of studies, methodological variations, and the underrepresentation of mixed reality applications indicate the need for further research. Future studies should focus on standardized anxiety measurement tools, larger sample sizes, and long-term impact assessments to strengthen the evidence base. Expanding research in this field could enhance the integration of XR technologies into midwifery and nursing education, ultimately improving both learning experiences and

背景:助产学学生经常因临床经历等因素而感到焦虑。在护理和助产学研究中,使用扩展现实(XR)工具的基于模拟的学习为管理更好的教育过程提供了机会,同时减少了这种焦虑。目的:本研究旨在评估当前的知识和理解,如何使用基于XR手势模拟的工具,以便更好地了解教育环境中助产士和护士的焦虑水平。方法:我们按照PRISMA(系统评价和荟萃分析的首选报告项目)指南进行了系统评价和科学文献检索。使用PubMed, IEEE, Scopus和Web of Science,截至2024年3月,发现1005篇文章确定了这些研究,这些研究报告了这些技术在护理和助产学学生焦虑的教育和培训中的手势模拟效果。纳入-排除标准基于PICO(人群、干预、对照和结果)框架。研究对象包括护士、助产士、护理和助产专业的学生,他们使用任何虚拟、增强或混合现实模拟培训工具来执行旨在减少焦虑的程序。此外,采用Cochrane偏倚风险工具对系统评价的质量和纳入研究的偏倚进行评价。由于研究设计和结果测量的异质性,进行了叙述性综合。主要发现被总结在一个结构化的表格中,并根据学习目标、模拟和在教育环境中执行程序进行分组。结果:本综述共纳入7篇文献,共纳入428名受试者。研究结果表明,XR能有效降低助产护理教育中的焦虑情绪。然而,有限的研究数量凸显了该领域的研究空白,特别是在混合现实领域,值得进一步探索。结论:本系统综述强调了基于x射线的手势模拟工具在减少助产学和护理学学生焦虑方面的潜力。纳入的研究表明,增强xr的培训提供了一个更加身临其境和可控的学习环境,帮助学生管理压力,提高程序信心。然而,研究数量有限、方法变化和混合现实应用的代表性不足表明需要进一步研究。未来的研究应侧重于标准化的焦虑测量工具,更大的样本量和长期影响评估,以加强证据基础。扩大这一领域的研究可以加强XR技术与助产和护理教育的整合,最终改善学习经验和临床准备。
{"title":"Effect of an Extended Reality Simulation Intervention on Midwifery Students' Anxiety: Systematic Review.","authors":"Clara Pérez de Los Cobos Cintas, Nicolas Vuillerme, Guillaume Thomann, Lionel Di Marco","doi":"10.2196/68984","DOIUrl":"10.2196/68984","url":null,"abstract":"<p><strong>Background: </strong>Midwifery students often experience anxiety due to several factors, such as the clinical experiences faced. Simulation-based learning in nursing and midwifery studies using extended reality (XR) tools offers the opportunity to manage better educational processes while reducing this anxiety.</p><p><strong>Objective: </strong>This study aims to evaluate the current knowledge and understanding of how the use of XR gesture-simulation-based tools allows a better understanding of the anxiety levels of midwives and nurses in educational settings.</p><p><strong>Methods: </strong>We conducted a systematic review, a scientific literature search following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. Using PubMed, IEEE, Scopus, and Web of Science, up to March 2024, 1005 articles were found to identify studies that reported the effectiveness of these technologies for gesture simulation in education and training on nursing and midwifery student anxiety. The inclusion-exclusion criteria were based on the PICO (population, intervention, control, and outcomes) framework. The population included nurses, midwives, and nursing and midwifery students of any kind using any virtual or augmented or mixed reality simulation training tool to perform a procedure aimed at reducing anxiety. In addition, the Cochrane risk of bias tool was used to evaluate the quality of the systematic review and the bias in the included studies. A narrative synthesis was conducted due to the heterogeneity of study designs and outcome measures. Key findings were summarized in a structured table and grouped according to the learning objective, simulating and performing procedures in an educational setting.</p><p><strong>Results: </strong>Overall, 7 articles, involving a total of 428 participants, were included in this review. The findings indicate that XR can effectively reduce anxiety in midwifery and nursing education. However, the limited number of studies highlights a research gap in the field, particularly in the area of mixed reality, which warrants further exploration.</p><p><strong>Conclusions: </strong>This systematic review highlights the potential of XR-based gesture-simulation tools in reducing anxiety among midwifery and nursing students. The included studies suggest that XR-enhanced training provides a more immersive and controlled learning environment, helping students manage stress and improve procedural confidence. However, the limited number of studies, methodological variations, and the underrepresentation of mixed reality applications indicate the need for further research. Future studies should focus on standardized anxiety measurement tools, larger sample sizes, and long-term impact assessments to strengthen the evidence base. Expanding research in this field could enhance the integration of XR technologies into midwifery and nursing education, ultimately improving both learning experiences and ","PeriodicalId":73556,"journal":{"name":"JMIR nursing","volume":"8 ","pages":"e68984"},"PeriodicalIF":4.0,"publicationDate":"2025-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12195622/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144327985","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
Effect of Digital Tools on the Knowledge and Performance of Frontline Health Workers For Diabetes Control in Myanmar: Cost-Effective Analysis and Quasi Experimental Study. 数字工具对缅甸糖尿病控制一线卫生工作者的知识和绩效的影响:成本效益分析和准实验研究
IF 4 Pub Date : 2025-06-16 DOI: 10.2196/72230
Kyi Thar, Sathirakorn Pongpanich, Min Nwe Tun

Background: Diabetes has become a significant global health issue, particularly imposing a deep economic burden on low-income countries. Innovative and integrated digital solutions can reduce the impact of diabetes and enhance the quality of care. However, digital solutions have not been utilized before in Myanmar.

Objective: This study aimed to demonstrate the novel integrated effect of diabetes knowledge and registry tools on the performance of front-line health workers in primary health care settings.

Methods: A quasi-experimental study with an intervention and a control group was conducted in two townships from October 2022 to April 2023. For the first time, researchers trained the intervention group to use digital tools for diabetes control and performed monthly follow-ups. The study employed multiple linear regression models to explore the novel impact of digital tools on knowledge and performance scores, their correlations, and their association with covariates. Additionally, it assessed the cost-effectiveness of the intervention by using self-administered questionnaires as measurement tools formulated based on the National Diabetes Guidelines.

Results: A total of 96 participants were enrolled in the study, divided evenly into the two groups. The intervention group exhibited a significant increase in the mean knowledge scores from 85.81 to 99.25 (P<.001) and performance scores from 71.22 to 107.16 (P<.001). The intervention accounted for 43.2% of the variance in knowledge scores and 62.5% in performance scores (P<.001). A positive correlation was found between knowledge and performance scores (r=0.45, P<.001). The intervention was also cost-effective, with a cost-effectiveness analysis value of 0.711 and an incremental cost-effectiveness ratio of 10127.04 Kyats (US$ 4.83).

Conclusions: As the new integrated intervention yields significant economic gains and positive effects, researchers suggest policy makers replicate this intervention as a nationwide program and recommend scaling up the use of digital tools to improve knowledge and performance for diabetes control in frontline health workers.

背景:糖尿病已成为一个重大的全球健康问题,尤其给低收入国家造成了沉重的经济负担。创新的综合数字解决方案可以减少糖尿病的影响,提高护理质量。然而,缅甸以前从未使用过数字解决方案。目的:本研究旨在证明糖尿病知识和登记工具对初级卫生保健机构一线卫生工作者绩效的新型综合影响。方法:于2022年10月至2023年4月在两个乡镇进行准实验研究,采用干预组和对照组。研究人员首次训练干预组使用数字工具控制糖尿病,并进行每月随访。本研究采用多元线性回归模型来探讨数字工具对知识和表现分数的新影响、它们之间的相关性以及它们与协变量的关联。此外,它通过使用基于国家糖尿病指南制定的自我管理问卷作为测量工具来评估干预的成本效益。结果:96名参与者被纳入研究,平均分为两组。干预组的平均知识得分从85.81显著提高到99.25。结论:由于新的综合干预产生了显著的经济收益和积极效果,研究人员建议政策制定者将这种干预推广到全国范围内,并建议扩大使用数字工具来提高一线卫生工作者糖尿病控制的知识和绩效。
{"title":"Effect of Digital Tools on the Knowledge and Performance of Frontline Health Workers For Diabetes Control in Myanmar: Cost-Effective Analysis and Quasi Experimental Study.","authors":"Kyi Thar, Sathirakorn Pongpanich, Min Nwe Tun","doi":"10.2196/72230","DOIUrl":"10.2196/72230","url":null,"abstract":"<p><strong>Background: </strong>Diabetes has become a significant global health issue, particularly imposing a deep economic burden on low-income countries. Innovative and integrated digital solutions can reduce the impact of diabetes and enhance the quality of care. However, digital solutions have not been utilized before in Myanmar.</p><p><strong>Objective: </strong>This study aimed to demonstrate the novel integrated effect of diabetes knowledge and registry tools on the performance of front-line health workers in primary health care settings.</p><p><strong>Methods: </strong>A quasi-experimental study with an intervention and a control group was conducted in two townships from October 2022 to April 2023. For the first time, researchers trained the intervention group to use digital tools for diabetes control and performed monthly follow-ups. The study employed multiple linear regression models to explore the novel impact of digital tools on knowledge and performance scores, their correlations, and their association with covariates. Additionally, it assessed the cost-effectiveness of the intervention by using self-administered questionnaires as measurement tools formulated based on the National Diabetes Guidelines.</p><p><strong>Results: </strong>A total of 96 participants were enrolled in the study, divided evenly into the two groups. The intervention group exhibited a significant increase in the mean knowledge scores from 85.81 to 99.25 (P<.001) and performance scores from 71.22 to 107.16 (P<.001). The intervention accounted for 43.2% of the variance in knowledge scores and 62.5% in performance scores (P<.001). A positive correlation was found between knowledge and performance scores (r=0.45, P<.001). The intervention was also cost-effective, with a cost-effectiveness analysis value of 0.711 and an incremental cost-effectiveness ratio of 10127.04 Kyats (US$ 4.83).</p><p><strong>Conclusions: </strong>As the new integrated intervention yields significant economic gains and positive effects, researchers suggest policy makers replicate this intervention as a nationwide program and recommend scaling up the use of digital tools to improve knowledge and performance for diabetes control in frontline health workers.</p>","PeriodicalId":73556,"journal":{"name":"JMIR nursing","volume":"8 ","pages":"e72230"},"PeriodicalIF":4.0,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12185031/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144310921","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
Analysis of Risk Factors and Nursing Strategies for Unplanned Extubation in Children: Retrospective Cohort Study. 儿童意外拔管的危险因素分析及护理策略:回顾性队列研究。
IF 4 Pub Date : 2025-06-10 DOI: 10.2196/71307
Xuefeng Han, Hairong Liu, Tingchong Zhang, Guangxin Fan

Background: Unplanned extubation (UEX) is a critical indicator of nursing care quality. Existing research primarily focuses on pediatric intensive care units (PICUs), with limited data available from general pediatric surgery. Currently, most studies on this topic are mainly focused on PICUs, and there is a lack of research data regarding general pediatric surgery. Therefore, further research should be conducted based on this consideration.

Objective: This study aimed to analyze the high-risk factors for UEX in children and implement appropriate nursing strategies to reduce its incidence, ensuring clinical safety of pediatric patients.

Methods: A retrospective study (January 2018 - December 2023) included pediatric patients with indwelling catheters in general surgery. Exclusion criteria included mental disorders or abnormal Glasgow Coma Scale scores. Data on catheter days, UEX incidents, and risk factors were analyzed.

Results: A total of 1977 catheter days were recorded during the perioperative period, comprising 1079 days with urinary catheters, 768 days with postoperative wound drainage tubes, 68 days with gastric tubes, 46 days with peripheral central venous catheters, and 8 days with central venous catheters. During this period, 13 incidents of UEX occurred, yielding an overall UEX rate of 6.58 per 1000 catheter days. Urinary catheters accounted for the highest proportion of UEX incidents (8/13, 61.5%), followed by gastric tubes (3/13, 21.3%) and postoperative wound drainage tubes (2/13, 15.4%). The reintubation rate following UEX was 15.38% (2/13). Further analysis identified significant risk factors associated with UEX: (1) patient characteristics: age ≤3 years (8/13, 61.5%) and male sex (10/13, 76.9%); (2) clinical management: absence of physical restraints (10/13, 76.9%); and (3) temporal factors: incidents occurring during holidays (9/13, 69.2%). Multivariate analysis revealed that UEX risk was influenced by inter-related factors, including pediatric physiological characteristics (eg, limited self-regulation capacity), suboptimal catheter fixation methods, positional discomfort during patient movement, and variations in nursing interventions (eg, frequency of rounds and caregiver education).

Conclusions: Unplanned extubation in pediatric inpatients represents a critical clinical complication that may compromise treatment efficacy and prolong hospitalization. Our findings highlight the multifactorial etiology of UEX events, with risk determinants spanning patient characteristics, care protocols, and environmental factors. To mitigate these risks, we propose implementing evidence-based multidisciplinary preventive strategies, including standardized risk assessment protocols for high-risk subgroups (eg, male patients aged ≤3 years), enhanced staff training on age-appropriate restraint techniques and securement device utilization

背景:非计划拔管(UEX)是衡量护理质量的重要指标。现有的研究主要集中在儿科重症监护病房(picu),从普通儿科外科获得的数据有限。目前关于这一课题的研究多集中在picu上,缺乏普通儿科外科的研究资料。因此,需要在此基础上进行进一步的研究。目的:本研究旨在分析儿童UEX的高危因素,并采取相应的护理策略,降低其发生率,确保儿科患者的临床安全。方法:回顾性研究(2018年1月至2023年12月),纳入普通外科留置导管的儿科患者。排除标准包括精神障碍或格拉斯哥昏迷评分异常。分析了导管天数、UEX事件和危险因素的数据。结果:围手术期共使用导管1977天,其中导尿管1079天,术后创面引流管768天,胃管68天,外周中心静脉置管46天,中心静脉置管8天。在此期间,发生了13起UEX事件,总UEX率为6.58 / 1000导管天。UEX发生率最高的是导尿管(8/13,61.5%),其次是胃管(3/13,21.3%)和术后伤口引流管(2/13,15.4%)。UEX术后再插管率为15.38%(2/13)。进一步分析确定了与UEX相关的重要危险因素:(1)患者特征:年龄≤3岁(8/13,61.5%)和男性(10/13,76.9%);(2)临床处理:无肢体约束(10/13,76.9%);(3)时间因素:假期发生的事件(9/13,69.2%)。多因素分析显示,UEX风险受儿童生理特征(如自我调节能力有限)、不理想的置管方法、患者运动时体位不适以及护理干预措施的变化(如查房频率和护理人员教育)等相互关联的因素影响。结论:儿科住院患者意外拔管是一种严重的临床并发症,可能影响治疗效果并延长住院时间。我们的研究结果强调了UEX事件的多因素病因学,其风险决定因素跨越患者特征、护理方案和环境因素。为了降低这些风险,我们建议实施以证据为基础的多学科预防策略,包括对高风险亚群(如≤3岁的男性患者)的标准化风险评估方案,加强对工作人员的适龄约束技术和安全装置的使用培训,以及在风险高峰时期(如假期或体位变化)动态调整护理监测频率。根据基准研究,这种系统的方法显示出将uex相关不良事件减少42%-68%的潜力,最终提高儿科护理质量。
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引用次数: 0
Nursing and Continuing Care Management Work Plan for People Living With COVID-19: Case Study of the Nakhon Pathom Province. COVID-19感染者护理和持续护理管理工作计划:以云南省为例
Pub Date : 2025-05-29 DOI: 10.2196/65310
Hathaichanok Buajaroen, Darin Photangtham, Wariya Chankham, Paisan Simalaotao, Ubonrat Sirisukpoca, Monchai Kongkamsook, Pantip Timtab, Tapanee Suasangei

Background: Patients with post-COVID-19 continue to experience lingering physical and psychological symptoms, requiring coordinated and continuous care. Addressing these needs is essential, especially in resource-limited settings.

Objective: The objectives of this paper are to study the issues and needs, as well as the nursing and continuous care systems for residents living with COVID-19, to design and develop a database system, develop continuous care guidelines, and evaluate the effectiveness of the database system for continuous monitoring and care for residents living with COVID-19 in Nakhon Pathom Province, Thailand.

Methods: Participatory action research was used to engage stakeholders and guide the development process.

Results: A total of 375 patients and family members affected by post-COVID-19 symptoms reported that symptoms persisted for approximately 6 months, with common symptoms including persistent cough and easy fatigue. These patients experienced reduced access to health care services, relying mainly on symptomatic treatment at local facilities and using telehealth nursing systems. They expressed a need for continuous care support from 50 professional nurses and village health volunteers. As a result, health care guidelines for post-COVID recovery were developed, comprising 5 core components: (1) self-care through digital information retrieval, (2) care via telehealth nursing systems, (3) physical health care services postrecovery, (4) mental health services postrecovery, and (5) continuous care for referral in case of postrecovery incidents. These guidelines were used to design a database system for continuous monitoring and care, which was evaluated as highly effective (mean 4.51, SD 0.59).

Conclusions: This research highlights the critical need for a proactive and comprehensive approach to managing post-COVID-19 care in Nakhon Pathom Province. By developing and implementing a database system for continuous monitoring and care, along with clear guidelines, the study effectively addresses the ongoing needs of individuals recovering from COVID-19. The integration of technology, along with continuous care provided by professional nurses and village health volunteers, has been shown to be highly effective in improving the quality of care. The findings suggest that adopting these strategies, along with implementing supportive policies on data management and communication systems focused on home visits, will significantly enhance health service management and better prepare the region for future public health challenges.

背景:新冠肺炎后患者的身心症状持续存在,需要协调和持续的护理。解决这些需求至关重要,特别是在资源有限的情况下。目的:研究泰国那空府新型冠状病毒感染居民的问题和需求,以及护理和持续护理系统,设计和开发数据库系统,制定持续护理指南,并评估数据库系统对泰国那空府新型冠状病毒感染居民持续监测和护理的有效性。方法:采用参与式行动研究来吸引利益相关者并指导开发过程。结果:375例新冠肺炎后症状患者及家属报告症状持续约6个月,常见症状为持续咳嗽、易疲劳。这些患者获得卫生保健服务的机会减少,主要依靠当地设施的对症治疗和使用远程卫生护理系统。他们表示需要50名专业护士和村卫生志愿人员的持续护理支持。因此,制定了covid - 19后康复卫生保健指南,其中包括5个核心部分:(1)通过数字信息检索进行自我护理,(2)通过远程医疗护理系统进行护理,(3)康复后身体卫生保健服务,(4)康复后精神卫生服务,以及(5)在康复后事件发生时提供转诊的持续护理。使用这些指南设计了一个数据库系统,用于持续监测和护理,该系统被评价为非常有效(平均值4.51,标准差0.59)。结论:本研究突出表明,迫切需要采取积极和全面的方法来管理呵贡省的covid -19后护理。通过开发和实施持续监测和护理数据库系统,以及明确的指导方针,该研究有效地解决了COVID-19康复个体的持续需求。技术与专业护士和乡村保健志愿人员提供的持续护理相结合,已被证明在提高护理质量方面非常有效。研究结果表明,采用这些战略,以及实施以家访为重点的数据管理和通信系统的支持性政策,将显著加强卫生服务管理,并使该地区更好地应对未来的公共卫生挑战。
{"title":"Nursing and Continuing Care Management Work Plan for People Living With COVID-19: Case Study of the Nakhon Pathom Province.","authors":"Hathaichanok Buajaroen, Darin Photangtham, Wariya Chankham, Paisan Simalaotao, Ubonrat Sirisukpoca, Monchai Kongkamsook, Pantip Timtab, Tapanee Suasangei","doi":"10.2196/65310","DOIUrl":"10.2196/65310","url":null,"abstract":"<p><strong>Background: </strong>Patients with post-COVID-19 continue to experience lingering physical and psychological symptoms, requiring coordinated and continuous care. Addressing these needs is essential, especially in resource-limited settings.</p><p><strong>Objective: </strong>The objectives of this paper are to study the issues and needs, as well as the nursing and continuous care systems for residents living with COVID-19, to design and develop a database system, develop continuous care guidelines, and evaluate the effectiveness of the database system for continuous monitoring and care for residents living with COVID-19 in Nakhon Pathom Province, Thailand.</p><p><strong>Methods: </strong>Participatory action research was used to engage stakeholders and guide the development process.</p><p><strong>Results: </strong>A total of 375 patients and family members affected by post-COVID-19 symptoms reported that symptoms persisted for approximately 6 months, with common symptoms including persistent cough and easy fatigue. These patients experienced reduced access to health care services, relying mainly on symptomatic treatment at local facilities and using telehealth nursing systems. They expressed a need for continuous care support from 50 professional nurses and village health volunteers. As a result, health care guidelines for post-COVID recovery were developed, comprising 5 core components: (1) self-care through digital information retrieval, (2) care via telehealth nursing systems, (3) physical health care services postrecovery, (4) mental health services postrecovery, and (5) continuous care for referral in case of postrecovery incidents. These guidelines were used to design a database system for continuous monitoring and care, which was evaluated as highly effective (mean 4.51, SD 0.59).</p><p><strong>Conclusions: </strong>This research highlights the critical need for a proactive and comprehensive approach to managing post-COVID-19 care in Nakhon Pathom Province. By developing and implementing a database system for continuous monitoring and care, along with clear guidelines, the study effectively addresses the ongoing needs of individuals recovering from COVID-19. The integration of technology, along with continuous care provided by professional nurses and village health volunteers, has been shown to be highly effective in improving the quality of care. The findings suggest that adopting these strategies, along with implementing supportive policies on data management and communication systems focused on home visits, will significantly enhance health service management and better prepare the region for future public health challenges.</p>","PeriodicalId":73556,"journal":{"name":"JMIR nursing","volume":"8 ","pages":"e65310"},"PeriodicalIF":0.0,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12140371/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144183139","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
Fear of Missing Out, Social Media Addiction, and Personality Traits Among Nursing Students: Cross-Sectional Study. 对错过的恐惧、社交媒体成瘾和护理学生的人格特征:横断面研究。
Pub Date : 2025-05-29 DOI: 10.2196/71502
Amira Alshowkan, Emad Shdaifat

Background: The growing use of social media has created concerns about addiction, and thus, it is necessary to explore how personality traits and fear of missing out (FOMO) can be utilized to predict social media addiction (SMA).

Objectives: The purpose of this study was to investigate the connection between personality traits, FOMO, and SMA in university students in Saudi Arabia.

Methods: In this cross-sectional study, data were collected from nursing students using the shortened version of the big five inventory, fear of missing out scale, and SMA scale from May to September 2024.

Results: The study achieved a response rate of 66.7% (414/620), finally including a total of 411 participants. The majority of participants (247/411, 60.1%) had low FOMO scores, while SMA scores showed a different pattern, with a larger proportion (261/411, 63.5%) of participants scoring in the moderate range. In terms of gender differences, male participants exhibited higher levels of FOMO (t=3.86, P<.001) and SMA (t=2.51, P=.013) compared to female participants. Additionally, male participants scored higher in neuroticism (t=3.30, P=.001) and openness (t=1.98, P=.048). Regression analysis revealed that both conscientiousness (β=.357, P<.01) and FOMO (β=.213, P<.01) positively predicted SMA, while neuroticism (β=-.223, P<.01) and being female (β=-.098, P<.05) were associated with lower levels of addiction. The resulting model accounted for 35.8% of the variance.

Conclusions: The study provides evidence that conscientiousness and FOMO are positive predictors of SMA, while neuroticism is negatively correlated with it. Moreover, male participants exhibited higher levels of both FOMO and SMA in comparison to female participants. These findings emphasize the impact of personality traits and FOMO on SMA among university students.

背景:越来越多的社交媒体的使用引起了对成瘾的关注,因此,有必要探索如何利用人格特征和错失恐惧(FOMO)来预测社交媒体成瘾(SMA)。目的:本研究旨在探讨沙特阿拉伯大学生人格特质、FOMO和SMA之间的关系。方法:采用横断面研究方法,采用缩短版大五量表、错过恐惧量表和SMA量表,于2024年5 - 9月对护生进行问卷调查。结果:本次研究的应答率为66.7%(414/620),最终共纳入411名参与者。大多数参与者(247/411,60.1%)的FOMO得分较低,而SMA得分表现出不同的模式,更大比例(261/411,63.5%)的参与者得分在中等范围。在性别差异方面,男性表现出更高的FOMO水平(t=3.86, p)。结论:尽责性和FOMO是SMA的正向预测因子,而神经质与SMA呈负相关。此外,男性参与者比女性参与者表现出更高的FOMO和SMA水平。这些发现强调了人格特质和FOMO对大学生SMA的影响。
{"title":"Fear of Missing Out, Social Media Addiction, and Personality Traits Among Nursing Students: Cross-Sectional Study.","authors":"Amira Alshowkan, Emad Shdaifat","doi":"10.2196/71502","DOIUrl":"10.2196/71502","url":null,"abstract":"<p><strong>Background: </strong>The growing use of social media has created concerns about addiction, and thus, it is necessary to explore how personality traits and fear of missing out (FOMO) can be utilized to predict social media addiction (SMA).</p><p><strong>Objectives: </strong>The purpose of this study was to investigate the connection between personality traits, FOMO, and SMA in university students in Saudi Arabia.</p><p><strong>Methods: </strong>In this cross-sectional study, data were collected from nursing students using the shortened version of the big five inventory, fear of missing out scale, and SMA scale from May to September 2024.</p><p><strong>Results: </strong>The study achieved a response rate of 66.7% (414/620), finally including a total of 411 participants. The majority of participants (247/411, 60.1%) had low FOMO scores, while SMA scores showed a different pattern, with a larger proportion (261/411, 63.5%) of participants scoring in the moderate range. In terms of gender differences, male participants exhibited higher levels of FOMO (t=3.86, P<.001) and SMA (t=2.51, P=.013) compared to female participants. Additionally, male participants scored higher in neuroticism (t=3.30, P=.001) and openness (t=1.98, P=.048). Regression analysis revealed that both conscientiousness (β=.357, P<.01) and FOMO (β=.213, P<.01) positively predicted SMA, while neuroticism (β=-.223, P<.01) and being female (β=-.098, P<.05) were associated with lower levels of addiction. The resulting model accounted for 35.8% of the variance.</p><p><strong>Conclusions: </strong>The study provides evidence that conscientiousness and FOMO are positive predictors of SMA, while neuroticism is negatively correlated with it. Moreover, male participants exhibited higher levels of both FOMO and SMA in comparison to female participants. These findings emphasize the impact of personality traits and FOMO on SMA among university students.</p>","PeriodicalId":73556,"journal":{"name":"JMIR nursing","volume":"8 ","pages":"e71502"},"PeriodicalIF":0.0,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12140501/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144180298","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
The effectiveness of m-learning in knowledge retention of nurses' lifelong learning: quasi-experimental study. 移动学习对护士终身学习知识保留的有效性:准实验研究。
Pub Date : 2025-05-18 DOI: 10.2196/72957
Daniel José Cunha, Paulo Machado, José Miguel Padilha

Background: The current Information and Communication Technologies, digital literacy, and ease of access to communication and information devices by nurses provide them with new ways and intention to access information for technical-scientific updating, ensuring the quality and safety of health care. M-learning offers a flexible and accessible alternative for continuing professional education, overcoming barriers such as time constraints and financial burden.

Objective: To evaluate the effectiveness of m-learning in nurses' knowledge retention of Chronic Obstructive Pulmonary Disease self-management, using a Massive Open Online Course with integrated virtual clinical simulation.

Methods: A quasi-experimental pre- and post-test study was conducted, with no control group, with 168 nurses from a Portuguese hospital. The intervention included an asynchronous online course with 13 modules. Knowledge retention was assessed by comparing the mean scores before and after the course.

Results: The results indicated a significant increase in knowledge retention. The participants' average score increased from 59.97% in the initial assessment to 84.05% in the final assessment (p<.001). Nurses with a master's degree exhibited a higher level of basic knowledge than those with a bachelor's degree. The course completion rate was 93.45%, reflecting significant engagement attributed to gamification and clinically relevant content.

Conclusions: M-learning is useful in nurses' lifelong learning, offering flexibility and more effective support for clinical practice. Integrating virtual simulation and gamification boosted motivation and reduced drop-out rates, highlighting the potential of m-learning in lifelong learning in healthcare. This study confirms the effectiveness of m-learning in improving knowledge retention in nursing. This strategy is a valuable approach to lifelong learning, promoting quality and safety in delivering healthcare.

Clinicaltrial:

背景:当前的信息通信技术、数字素养、通信信息设备的便利性为护士获取信息提供了新的途径和意愿,以实现技术科学更新,确保医疗质量和安全。移动学习为继续专业教育提供了一种灵活、便捷的选择,克服了时间限制和经济负担等障碍。目的:评价移动学习对慢性阻塞性肺疾病护士自我管理知识保留的效果,采用大规模在线开放课程,整合虚拟临床模拟。方法:对葡萄牙某医院168名护士进行准实验前、后测试研究,不设对照组。干预包括一个有13个模块的异步在线课程。通过比较课程前后的平均分来评估知识保留情况。结果:实验结果表明,学生的知识记忆能力有显著提高。参与者的平均得分从初始评估的59.97%上升到最终评估的84.05%。结论:移动学习有助于护士的终身学习,为临床实践提供灵活性和更有效的支持。虚拟模拟和游戏化的整合提高了积极性,降低了辍学率,突出了移动学习在医疗保健终身学习中的潜力。本研究证实了移动学习在提高护理知识保留方面的有效性。这一战略是促进终身学习、提高医疗保健质量和安全性的宝贵方法。临床试验:
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引用次数: 0
2024: A Year of Nursing Informatics Research in Review. 2024:护理信息学研究回顾一年。
Pub Date : 2025-05-07 DOI: 10.2196/74345
Elizabeth Borycki

Unlabelled: Each year, nursing informatics researchers contribute to nursing and health informatics knowledge. The year 2024 emerged as yet another year of significant advances. In this editorial, I describe and highlight some of the key trends in nursing informatics research as published in JMIR Nursing in 2024. Artificial intelligence (AI), data science, mobile health (mHealth), and the integration of technology into nursing education and practice remain key research themes in the literature. Nursing informatics publications continue to grow in number. A greater number of AI and data science articles are being published, while at the same time, mHealth and technology research continues to be conducted in nursing education and practice contexts.

未标记:每年,护理信息学研究人员为护理和健康信息学知识做出贡献。2024年是又一个取得重大进展的年份。在这篇社论中,我描述并强调了2024年在JMIR护理学上发表的护理信息学研究的一些关键趋势。人工智能(AI)、数据科学、移动健康(mHealth)以及将技术融入护理教育和实践仍然是文献中的关键研究主题。护理信息学出版物的数量继续增长。越来越多的人工智能和数据科学文章正在发表,与此同时,移动健康和技术研究继续在护理教育和实践背景下进行。
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引用次数: 0
期刊
JMIR nursing
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