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Latent profile analysis of sense of coherence and relationship with meaning of life and professional identity among nursing undergraduate.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-23 DOI: 10.1186/s12912-024-02564-x
Yating Liu, Dudu Zhang, Song Ge, Shanshan Wang, Xin Li, Zhenxiang Zhang, Beilei Lin, Suyan Chen, Yongxia Mei

Background: Enhancing nursing undergraduates' sense of coherence is crucial for the growth of the nursing workforce. Yet, existing research primarily examines the aggregate level of sense of coherence among nursing undergraduates and its correlations with other variables, overlooking the individual heterogeneity in nursing undergraduates' sense of coherence in nursing. This study aimed to identify different subgroups of nursing undergraduates' sense of coherence and explore the influencing factors pertinent to each subgroup.

Methods: A cross-sectional study was conducted from May to June 2020 among 1,251 nursing undergraduates using convenience sampling. Latent profile analysis was employed to identify subgroups of nursing undergraduates' sense of coherence, and multiple logistic regression was utilized to analyze the factors associated with each subgroup.

Results: Four potential subtypes of nursing undergraduates' sense of coherence were identified: low sensitivity-low coping group (25.7%), high sensitivity-high coping group (29.7%), moderate sensitivity-moderate coping group (17.8%), and high sensitivity-low coping group (26.8%). Multiple logistic regression analysis revealed that factors influencing nursing undergraduates' sense of coherence included family financial situation, high school subject choice, religious beliefs, belief in having good interpersonal relationships, meaning in life, and professional identity.

Conclusion: The heterogeneity of nursing undergraduates' sense of coherence suggests that nursing educators should provide targeted intervention guidance according to the potential category characteristics of nursing undergraduates' sense of coherence; at the same time, they should strengthen the cultivation of nursing undergraduates' meaning of life and professional identity to improve their level of sense of coherence, so as to promote the growth of the nursing workforce.

{"title":"Latent profile analysis of sense of coherence and relationship with meaning of life and professional identity among nursing undergraduate.","authors":"Yating Liu, Dudu Zhang, Song Ge, Shanshan Wang, Xin Li, Zhenxiang Zhang, Beilei Lin, Suyan Chen, Yongxia Mei","doi":"10.1186/s12912-024-02564-x","DOIUrl":"10.1186/s12912-024-02564-x","url":null,"abstract":"<p><strong>Background: </strong>Enhancing nursing undergraduates' sense of coherence is crucial for the growth of the nursing workforce. Yet, existing research primarily examines the aggregate level of sense of coherence among nursing undergraduates and its correlations with other variables, overlooking the individual heterogeneity in nursing undergraduates' sense of coherence in nursing. This study aimed to identify different subgroups of nursing undergraduates' sense of coherence and explore the influencing factors pertinent to each subgroup.</p><p><strong>Methods: </strong>A cross-sectional study was conducted from May to June 2020 among 1,251 nursing undergraduates using convenience sampling. Latent profile analysis was employed to identify subgroups of nursing undergraduates' sense of coherence, and multiple logistic regression was utilized to analyze the factors associated with each subgroup.</p><p><strong>Results: </strong>Four potential subtypes of nursing undergraduates' sense of coherence were identified: low sensitivity-low coping group (25.7%), high sensitivity-high coping group (29.7%), moderate sensitivity-moderate coping group (17.8%), and high sensitivity-low coping group (26.8%). Multiple logistic regression analysis revealed that factors influencing nursing undergraduates' sense of coherence included family financial situation, high school subject choice, religious beliefs, belief in having good interpersonal relationships, meaning in life, and professional identity.</p><p><strong>Conclusion: </strong>The heterogeneity of nursing undergraduates' sense of coherence suggests that nursing educators should provide targeted intervention guidance according to the potential category characteristics of nursing undergraduates' sense of coherence; at the same time, they should strengthen the cultivation of nursing undergraduates' meaning of life and professional identity to improve their level of sense of coherence, so as to promote the growth of the nursing workforce.</p>","PeriodicalId":48580,"journal":{"name":"BMC Nursing","volume":"24 1","pages":"82"},"PeriodicalIF":3.1,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11759432/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143030127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Psychometric evaluation of the study interest questionnaire-short form among Chinese nursing students based on classical test theory and item response theory.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-23 DOI: 10.1186/s12912-025-02735-4
Yue Yi Li, Lai Kun Tong, Mio Leng Au, Wai I Ng, Si Chen Wang, Yongbing Liu, Liqiang Zhong, Yi Shen, Xichenhui Qiu
{"title":"Correction: Psychometric evaluation of the study interest questionnaire-short form among Chinese nursing students based on classical test theory and item response theory.","authors":"Yue Yi Li, Lai Kun Tong, Mio Leng Au, Wai I Ng, Si Chen Wang, Yongbing Liu, Liqiang Zhong, Yi Shen, Xichenhui Qiu","doi":"10.1186/s12912-025-02735-4","DOIUrl":"10.1186/s12912-025-02735-4","url":null,"abstract":"","PeriodicalId":48580,"journal":{"name":"BMC Nursing","volume":"24 1","pages":"83"},"PeriodicalIF":3.1,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11758713/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143030124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and pilot testing of a nurse-led common-sense model of self-regulation-based heart failure self-care program.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-23 DOI: 10.1186/s12912-025-02722-9
Zehao Huang, Sek Ying Chair

Background: Self-care practices among people with heart failure (HF) remain suboptimal. Nurse-led self-care interventions hold promise in managing this condition. The Common-Sense Model (CSM) of Self-Regulation is a widely adopted theoretical framework that promotes behavior change and improves disease prognosis among patients. Therefore, this study aimed to describe the development and pilot testing of a nurse-led CSM of Self-Regulation-based self-care intervention among people with HF.

Methods: Intervention development was informed by a comprehensive review of the relevant literature, the CSM of self-regulation, international and national guidelines, and findings from our previous systematic reviews. The pilot study utilized a single-blinded, two-arm, parallel group, randomized controlled trial (RCT) design, adhering to the CONSORT Statement. Eligible participants were randomly assigned at a 1:1 ratio to either the intervention group or the control group. Data were collected at baseline and immediately after the intervention, with a focus on evaluating feasibility, acceptability, and potential effects.

Results: We developed and validated a nurse-led, theory-driven, evidence-based, and need-oriented HF self-care program. A total of 26 participants were enrolled in the pilot study, achieving an eligibility of 79.4%, a recruitment rate of 96.3%, and a retention rate of 92.3%. Most participants (83.3%) recognized the benefits of the intervention. The intervention significantly improved illness perceptions, self-care self-efficacy, and self-care behaviors among people with HF.

Conclusion: The nurse-led CSM of Self-Regulation-based self-care intervention is feasible, acceptable, and potentially beneficial for people with HF. A full-scale mixed-method RCT is recommended to further examine the intervention's effectiveness.

Trial registration: Chinese Clinical Trial Registry (No., ChiCTR2300068156; February 9, 2023).

{"title":"Development and pilot testing of a nurse-led common-sense model of self-regulation-based heart failure self-care program.","authors":"Zehao Huang, Sek Ying Chair","doi":"10.1186/s12912-025-02722-9","DOIUrl":"10.1186/s12912-025-02722-9","url":null,"abstract":"<p><strong>Background: </strong>Self-care practices among people with heart failure (HF) remain suboptimal. Nurse-led self-care interventions hold promise in managing this condition. The Common-Sense Model (CSM) of Self-Regulation is a widely adopted theoretical framework that promotes behavior change and improves disease prognosis among patients. Therefore, this study aimed to describe the development and pilot testing of a nurse-led CSM of Self-Regulation-based self-care intervention among people with HF.</p><p><strong>Methods: </strong>Intervention development was informed by a comprehensive review of the relevant literature, the CSM of self-regulation, international and national guidelines, and findings from our previous systematic reviews. The pilot study utilized a single-blinded, two-arm, parallel group, randomized controlled trial (RCT) design, adhering to the CONSORT Statement. Eligible participants were randomly assigned at a 1:1 ratio to either the intervention group or the control group. Data were collected at baseline and immediately after the intervention, with a focus on evaluating feasibility, acceptability, and potential effects.</p><p><strong>Results: </strong>We developed and validated a nurse-led, theory-driven, evidence-based, and need-oriented HF self-care program. A total of 26 participants were enrolled in the pilot study, achieving an eligibility of 79.4%, a recruitment rate of 96.3%, and a retention rate of 92.3%. Most participants (83.3%) recognized the benefits of the intervention. The intervention significantly improved illness perceptions, self-care self-efficacy, and self-care behaviors among people with HF.</p><p><strong>Conclusion: </strong>The nurse-led CSM of Self-Regulation-based self-care intervention is feasible, acceptable, and potentially beneficial for people with HF. A full-scale mixed-method RCT is recommended to further examine the intervention's effectiveness.</p><p><strong>Trial registration: </strong>Chinese Clinical Trial Registry (No., ChiCTR2300068156; February 9, 2023).</p>","PeriodicalId":48580,"journal":{"name":"BMC Nursing","volume":"24 1","pages":"85"},"PeriodicalIF":3.1,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11758749/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143030126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Occupational injuries, mental workload and coping strategies among the nursing workforce in the Eastern Region of Ghana: a multi-centre study.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-22 DOI: 10.1186/s12912-025-02738-1
Collins Atta Poku, Abital Ayergo Ahulu, Janet Otomo, Doris Hagan, Catherine Kroamah Dwumfour, Joseph Shahadu Issifu, Veronica Dzomeku

Background: The nursing profession plays a crucial role in the quality of healthcare services. While nurses face occupational injury challenges globally, mental workload, which is often overlooked, plays a significant role in these injuries. Understanding nurses' coping strategies can help develop effective interventions. The study examined the influence of mental workload on occupational injuries and coping strategies among nurses.

Methods: A multi-centre cross-sectional study was conducted in selected hospitals in the Eastern Region of Ghana. Using a stratified sampling technique, 317 nursing staff from 6 hospitals participated in the study. A researcher-developed occupational injury questionnaire, NASA Task Load Index and Brief COPE scale were used to measure occupational injury, mental workload and coping strategies among nurses. Descriptive statistics, Pearson moment-product correlations, and regression analysis were used to analyse the data at a statistical significance of 0.05.

Results: Needle pricks, injuries from sharps, exposure to blood and other body fluids, and back pain and injury from patient handling tasks were shared among participants in the past year. The study also revealed a high level of mental workload among participants. A significant correlation was observed between mental workload and various occupational injuries. The participants adopted different coping strategies in dealing with the mental workload, with active coping and instrumental support being the most used coping strategies.

Conclusion: The findings underscore the importance of addressing mental workload in nursing to reduce occupational injuries. To achieve this, nurses must be provided with appropriate coping strategies and support to minimise mental stress.

Implication: Providing accessible and effective coping strategies tailored to nurses' needs can significantly improve their well-being and job performance. Healthcare administrators and policymakers should consider these results when designing interventions to support the nursing workforce.

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引用次数: 0
Profiles of innovative behavior and associated predictors among clinical nurses: a multicenter study using latent profile analysis.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-22 DOI: 10.1186/s12912-025-02716-7
Husheng Li, Yue Qiao, Tianxiang Wan, Chun Hua Shao, Fule Wen, Xiaoxin Liu

Background: Innovative Behavior (IB) is a key prerequisite for nurses in solving clinical problems. However, existing research on IB among clinical nurses is relatively limited.

Objective: To identify profiles and characteristics of IB among clinical nurses and explore the associated predictors, as well as the relationships with research outputs.

Methods: A multicenter cross-sectional study was conducted on 354 clinical nurses in Shanghai from April 2023 to May 2023 (response rate 98.06%). IB was measured by the Innovative Behavior Scale for Nurses (IBSN), future time perspective was measured by the Future Time Perspective Scale (FTPS), and work engagement was measured by the Utrecht Work Engagement Scale-9 (UWES-9). Socio-demographic and professional data and research output indicators were measured by a self-designed questionnaire. We used latent profile analysis (LPA) by Mplus 7.0 to identify latent classes of IB. Ordinal logistic regression analysis was used to analyze the relevant predictors on the different profiles. And then Pearson's chi-squared was used to analyze the association between IB level and research output.

Results: Among the respondents, individuals aged 25 to 35 accounted for 55.9%, and females comprised 94.6%. IB of clinical nurses can be identified into 3 groups: low-level (n = 108, 30.51%), moderate-level (n = 149, 42.09%), and high-level (n = 97, 27.40%) groups. Based on the results of LPA, marital status, education level, work experience, monthly income, night shifts, future time perspective scores, and work engagement scores can be the predictors of IB among different profiles. Statistically significant associations were found between IB level and research productivity, including publishing academic papers (χ= 15.307, p < 0.001), registering patents (χ= 17.163, p < 0.001), and winning Sci. & Tech awards (χ= 27.814, p < 0.001).

Conclusion: According to our research, clinical nurses have three unique IB profiles. The current level is predominantly at a moderate level, with less than 30% demonstrating a high level of innovation. It revealed that better socio-demographic status and professional characteristics, future time perspective, and work engagement positively influenced innovative behavior among clinical nurses. The findings also highlight the potentially important role of IB in contributing to nurses' research output.

Practical implications: As far as we know, it might be the first study to employ LPA to clarify the heterogeneity in the levels of IB and their specific distribution among nurses. Our findings may provide a new viewpoint for promoting IB among clinical nurses. Nursing administrators should pay attention to IB of clinical nurses and develop targeted interventions to enhance their IB levels.

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引用次数: 0
Nursing staff and supervisors perceptions on stress and resilience: a qualitative study.
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-22 DOI: 10.1186/s12912-025-02712-x
Madeleine Helaß, Anja Greinacher, Melanie Genrich, Andreas Müller, Peter Angerer, Harald Gündel, Florian Junne, Christoph Nikendei, Imad Maatouk

Background: Supervisor-subordinate relationship is high relevant in dealing with work-related stress and providing a compassionate, high-quality, and safe nursing care while meeting the needs of the hospital. Our aim was to assess the predisposing risk and resilience factors of the stress of nursing staff as well as to explore the common and distinctive perceptions of these factors between nurses without a managerial position (nursing staff) and employees in a supervising position (nurse managers, ward nurses).

Design: Generic qualitative study using half-standardized interviews.

Methods: Fifty nurses and supervisors from different departments from a German hospital of maximum medical care participated in this study between August and November 2018. Nineteen face-to-face interviews and five focus groups were conducted. Transcripts were subjected to structured qualitative content analysis.

Results: Systematised in Lazarus's transactional model, nurses, and supervisors mentioned similar risk and resilience factors of stress. Disagreement in suggested responsibility for nurses' stress or health and an evaluation of implemented measures meeting the nurses' needs are discussed.

Conclusion: Nursing staff and supervisors should enforce exchange to reduce disagreements in perceptions and to improve mutual understanding. Furthermore, measures to meet nurses' needs to minimize stress and to improve collaboration and job satisfaction should be developed in close coordination with the target group. The focus should be placed on restructuring training and education programs with supplementation of self-responsibility promotion.

Trail registration: The study was registered with the German Register for Clinical Studies (DRKS 00013482) on 09 March 2018.

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引用次数: 0
Home Healthcare Medication Safety risks among older adults with chronic diseases: a qualitative study. 老年慢性病患者家庭保健用药安全风险:一项定性研究。
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-21 DOI: 10.1186/s12912-024-02675-5
Tahereh Najafi Ghezeljeh, Zahra Amrollah Majdabadi Kohne, Mansoureh Ashghali Farahani, Forough Rafii, Sahar Keyvanloo Shahrestanaki

Background: Older adults receiving home care often face significant safety risks related to medication management due to their chronic diseases and complex health needs. Despite the increasing reliance on home healthcare services, the specific factors contributing to medication safety risks in this demographic remain inadequately explored.

Objective/aim: This study aims to explore the key factors involved in medication safety risks among older adults with chronic diseases receiving home healthcare in Iran.

Methods: Qualitative research employing conventional content analysis was conducted using Graneheim and Lundman's approach. was conducted in three home care centers in Tehran (Iran) from August 2020 to July 2022. Data were collected through semi-structured interviews with 7 nurses, 2 supervisors, 2 nursing assistants (experts in non-nursing careers), 1 home care inspector (expert of the Deputy of Treatment), and 3 family caregivers in home settings, along with four participatory observations and visual methods (narrative photography) focusing on medication safety challenges. The trustworthiness of the research was evaluated using Lincoln and Guba's four criteria for qualitative studies.

Findings: Factors associated with medication safety risks were found to rely on its major components Patients' attribution, Families' characteristics, Home care centers' condition, Health caregivers' characteristics, and the Homes' situations, where these factors all account for various medication safety risks. Indeed, a medication safety risk can be attributed to more than one of the factors associated with medication safety risk by participants at home.

Conclusion: As a result, the analysis of factors associated with medication safety risks highlights a complex interplay among various elements, including patients, families, home care centers, health caregivers, and the home environment. These interconnected factors are crucial for identifying the diverse medication safety challenges faced by participants in home settings. A comprehensive understanding of these dynamics is essential for improving medication safety protocols and enhancing health outcomes for this vulnerable population.

背景:接受家庭护理的老年人由于其慢性疾病和复杂的健康需求,往往面临与药物管理相关的重大安全风险。尽管越来越依赖家庭保健服务,但在这一人口统计中,导致药物安全风险的具体因素仍未得到充分探讨。目的/目的:本研究旨在探讨伊朗接受家庭保健的老年慢性病患者用药安全风险的关键因素。方法:采用Graneheim和Lundman的方法进行定性研究,采用传统的含量分析方法。于2020年8月至2022年7月在德黑兰(伊朗)的三个家庭护理中心进行。通过半结构化访谈收集数据,访谈对象包括7名护士、2名主管、2名护理助理(非护理职业专家)、1名家庭护理检查员(治疗副主任专家)和3名家庭护理人员,以及4项参与性观察和视觉方法(叙事摄影),重点关注药物安全挑战。使用Lincoln和Guba的四个定性研究标准来评估研究的可信度。结果:与用药安全风险相关的因素主要依赖于患者归因、家庭特征、居家护理中心条件、护理人员特征和居家情况,这些因素都能解释各种用药安全风险。事实上,一个药物安全风险可以归因于一个以上的因素与药物安全风险的参与者在家里。结论:与用药安全风险相关的因素分析突出了各种因素之间复杂的相互作用,包括患者、家庭、家庭护理中心、卫生保健人员和家庭环境。这些相互关联的因素对于确定参与者在家庭环境中面临的各种药物安全挑战至关重要。全面了解这些动态对于改善药物安全方案和提高这一弱势群体的健康结果至关重要。
{"title":"Home Healthcare Medication Safety risks among older adults with chronic diseases: a qualitative study.","authors":"Tahereh Najafi Ghezeljeh, Zahra Amrollah Majdabadi Kohne, Mansoureh Ashghali Farahani, Forough Rafii, Sahar Keyvanloo Shahrestanaki","doi":"10.1186/s12912-024-02675-5","DOIUrl":"10.1186/s12912-024-02675-5","url":null,"abstract":"<p><strong>Background: </strong>Older adults receiving home care often face significant safety risks related to medication management due to their chronic diseases and complex health needs. Despite the increasing reliance on home healthcare services, the specific factors contributing to medication safety risks in this demographic remain inadequately explored.</p><p><strong>Objective/aim: </strong>This study aims to explore the key factors involved in medication safety risks among older adults with chronic diseases receiving home healthcare in Iran.</p><p><strong>Methods: </strong>Qualitative research employing conventional content analysis was conducted using Graneheim and Lundman's approach. was conducted in three home care centers in Tehran (Iran) from August 2020 to July 2022. Data were collected through semi-structured interviews with 7 nurses, 2 supervisors, 2 nursing assistants (experts in non-nursing careers), 1 home care inspector (expert of the Deputy of Treatment), and 3 family caregivers in home settings, along with four participatory observations and visual methods (narrative photography) focusing on medication safety challenges. The trustworthiness of the research was evaluated using Lincoln and Guba's four criteria for qualitative studies.</p><p><strong>Findings: </strong>Factors associated with medication safety risks were found to rely on its major components Patients' attribution, Families' characteristics, Home care centers' condition, Health caregivers' characteristics, and the Homes' situations, where these factors all account for various medication safety risks. Indeed, a medication safety risk can be attributed to more than one of the factors associated with medication safety risk by participants at home.</p><p><strong>Conclusion: </strong>As a result, the analysis of factors associated with medication safety risks highlights a complex interplay among various elements, including patients, families, home care centers, health caregivers, and the home environment. These interconnected factors are crucial for identifying the diverse medication safety challenges faced by participants in home settings. A comprehensive understanding of these dynamics is essential for improving medication safety protocols and enhancing health outcomes for this vulnerable population.</p>","PeriodicalId":48580,"journal":{"name":"BMC Nursing","volume":"24 1","pages":"73"},"PeriodicalIF":3.1,"publicationDate":"2025-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11748611/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143013567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Explainable machine learning models for identifying mild cognitive impairment in older patients with chronic pain. 用于识别老年慢性疼痛患者轻度认知障碍的可解释的机器学习模型。
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-21 DOI: 10.1186/s12912-025-02723-8
Xiaoang Zhang, Yuping Liao, Daying Zhang, Weichen Liu, Zhijian Wang, Yaxin Jin, Shushu Chen, Jianmei Wei

Background: Mild cognitive impairment (MCI) is prevalent in older adults with chronic pain, making early detection crucial for dementia prevention and healthy aging. This study aimed to determine MCI risk factors in older patients with chronic pain and to develop 9 machine learning models to identify MCI risk.

Methods: A total of 612 older patients with chronic pain were recruited between October 2023 and July 2024. Data collected included patients' general information, cognitive function, pain level, depression, and sleep quality. The dataset was randomly divided into training set and testing set, and processed by Min-Max Normalization and SMOTETomek comprehensive sampling. SVM-RFE and LASSO regression were used for variable selection. We then developed machine learning models and interpreted them by SHAP.

Results: Age, education level, number of pain sites, pain duration, pain level, depression and sleep quality were risk factors of MCI in older patients with chronic pain. The Extreme Gradient Boosting (XGBoost) model performed best (AUC 0.925), with pain level, age, and depression as the most important variables.

Conclusions: We successfully developed 9 machine learning models to identify MCI risk. These models provide a tool for nurses to detect MCI risk early. We recommend that nurses integrate machine learning techniques into clinical nursing practice for managing MCI. However, these findings require validation with longitudinal data to confirm predictive validity for MCI progression.

背景:轻度认知障碍(MCI)在慢性疼痛的老年人中普遍存在,因此早期发现对于预防痴呆症和健康老龄化至关重要。本研究旨在确定老年慢性疼痛患者的MCI风险因素,并开发9个机器学习模型来识别MCI风险。方法:在2023年10月至2024年7月期间,共招募了612名老年慢性疼痛患者。收集的数据包括患者的一般信息、认知功能、疼痛程度、抑郁程度和睡眠质量。数据集随机分为训练集和测试集,采用Min-Max归一化和SMOTETomek综合抽样进行处理。采用SVM-RFE和LASSO回归进行变量选择。然后,我们开发了机器学习模型,并用SHAP进行解释。结果:年龄、文化程度、疼痛部位数量、疼痛持续时间、疼痛程度、抑郁程度和睡眠质量是老年慢性疼痛患者MCI的危险因素。极端梯度增强(XGBoost)模型表现最佳(AUC 0.925),疼痛程度、年龄和抑郁是最重要的变量。结论:我们成功开发了9个机器学习模型来识别MCI风险。这些模型为护士早期发现轻度认知损伤风险提供了工具。我们建议护士将机器学习技术整合到临床护理实践中,以管理轻度认知损伤。然而,这些发现需要通过纵向数据验证,以确认MCI进展的预测有效性。
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引用次数: 0
The relationship between compassion fatigue, engagement and decent work among nurses: a cross-sectional study. 护士同情心疲劳、敬业度和体面工作之间的关系:一项横断面研究。
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-21 DOI: 10.1186/s12912-025-02721-w
Yaping Feng, Sui Li, Weilan Ma, Yaqian Chen, Jingxuan Zhang, Hong Luo, Bowen Xue

Background: Nurses face significant professional challenges arising from global pandemics, inadequate welfare protection, and declining social status. In this context, the decent working conditions for nurses are not adequately safeguarded. This study examines decent work status among Chinese nurses and its links work engagement, and compassion fatigue.

Methods: This study is a cross-sectional research. Through the method of convenience sampling, five reputable hospitals in Hangzhou, China, were selected, and a total of 838 nurses were surveyed. Data collection was conducted from April to May 2023. We employed a comprehensive set of assessment tools, including an evaluation of demographic characteristics, the Decent Work Perception Scale (DWPS), the Chinese version of the Compassion Fatigue Short Scale (C-CFSS), and the Gallup Q12 survey scale.

Results: The findings of this study demonstrated that compassion fatigue was significantly negatively correlated with both decent work (r = -0.482, p < 0.001) and engagement (r = -0.461, p < 0.001). Additionally, decent work was significantly positively correlated with engagement (r = 0.811, p < 0.001). Mediation analysis revealed that compassion fatigue had a direct negative effect on decent work (β = -0.05, p < 0.001), while engagement partially mediated the relationship between compassion fatigue and decent work (β = -0.14, p < 0.001).

Conclusion: This study found that compassion fatigue and engagement significantly influence nurses' perception of decent work, with engagement mediating this relationship. Future research should explore these mechanisms further and develop interventions to enhance engagement and reduce compassion fatigue, improving nurses' perception of decent work.

背景:全球大流行病、福利保障不足和社会地位下降给护士带来了重大的职业挑战。在这种情况下,护士的体面工作条件没有得到充分保障。本研究考察了中国护士体面工作状况及其与工作投入、同情疲劳的关系。方法:本研究为横断面研究。采用方便抽样法,选取杭州市5家知名医院,对838名护士进行问卷调查。数据收集时间为2023年4月至5月。我们采用了一套全面的评估工具,包括人口统计学特征评估、体面工作感知量表(DWPS)、中国版同情疲劳短量表(C-CFSS)和盖洛普Q12调查量表。结果:本研究结果表明,同情疲劳与体面工作均呈显著负相关(r = -0.482, p)。结论:本研究发现,同情疲劳和敬业度显著影响护士对体面工作的感知,敬业度在这一关系中起中介作用。未来的研究应进一步探索这些机制,并制定干预措施,以提高参与度,减少同情疲劳,提高护士对体面工作的看法。
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引用次数: 0
Self-actualization of families with a cerebrovascular disease patient by nurses, and of self-actualization of nurses themselves: an integrative review based on family care/caring theory. 脑血管病患者家属的护士自我实现与护士自身的自我实现:基于家庭护理/护理理论的综合综述
IF 3.1 2区 医学 Q1 NURSING Pub Date : 2025-01-21 DOI: 10.1186/s12912-025-02731-8
Hiroko Ota, Naohiro Hohashi

Background and purpose: When caring for patients hospitalized with cerebrovascular disease, a caring phenomenon occurs between the patient's family and the nurse, and according to Hohashi's Family Care/Caring Theory, the family and the nurse achieve self-actualization. However, the contents of self-actualization through specific care/caring are unclear. The purpose of this integrative review was to clarify the self-actualization of the nurse as an outcome of family care/caring, and the self-actualization of other individuals (that is, the family) who are supported by nurses.

Methods: A search conducted on 23rd December, 2023, using Ichushi-Web, CiNii and J-STAGE, which are extensive Japanese literature databases, identified 1,061 original articles using the keywords "cerebrovascular disease AND nurse." The quality of the articles was assessed according to the Joanna Briggs Institute critical appraisal checklists. We conducted an integrative review of 11 articles describing transactions between nurses and families according to Toronto and Remington. Self-actualization of the nurse and self-actualization of other individuals were classified as subcategories and then as categories. Exclusion criteria included no description of family members, no practice by nurses, and not patients with cerebrovascular disease.

Results: Of the 11 studies utilized, 10 were qualitative studies and one was a quantitative descriptive study. Eight categories were identified for self-actualization of families with a cerebrovascular patient by nurses, including "Families can realize their hopes through the provision of an environment by nurses." Three categories of self-actualization of the nurse were identified, including "Nurses can obtain a sense of satisfaction from the family."

Conclusion: During the recovery process after hospitalization for cerebrovascular disease, a caring phenomenon occurs between the patient's family and nurses, which can be understood using Family Care/Caring Theory. The family's self-actualization and the nurse's self-actualization were achieved through reciprocal concern between the two.

背景与目的:在对脑血管病住院患者进行护理时,患者家属与护士之间会产生一种护理现象,根据Hohashi的家庭护理/护理理论,患者家属与护士之间实现了自我实现。然而,通过具体照顾/关怀实现自我实现的内容尚不清楚。本综合回顾的目的是澄清护士作为家庭护理/照顾的结果的自我实现,以及由护士支持的其他个人(即家庭)的自我实现。方法:于2023年12月23日,利用日本大型文献数据库Ichushi-Web、CiNii和J-STAGE,检索以“脑血管病与护士”为关键词的原创文章1061篇。文章的质量是根据乔安娜布里格斯研究所的关键评估清单进行评估的。根据多伦多和雷明顿,我们对11篇描述护士和家庭之间交易的文章进行了综合回顾。护士的自我实现和其他个体的自我实现先分为子类别,再分为大类。排除标准包括无家庭成员描述,无护士执业,无脑血管疾病患者。结果:采用的11项研究中,10项为定性研究,1项为定量描述性研究。护士对脑血管病人家属自我实现的评价分为8个类别,其中包括“通过护士提供环境,家属可以实现他们的希望”。护士的自我实现分为三类,包括“护士能从家庭中获得满足感”。结论:在脑血管病患者住院康复过程中,患者家属与护士之间存在一种关爱现象,可以用家庭关爱/关爱理论来理解。家庭的自我实现和护士的自我实现是通过双方的相互关注来实现的。
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引用次数: 0
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