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Testing Machine Learning-Based Pain Assessment for Postoperative Geriatric Patients. 基于机器学习的老年患者术后疼痛评估测试。
Q2 Nursing Pub Date : 2025-11-01 DOI: 10.1097/CIN.0000000000001248
Tülin Kur Alkant, Nurten Taşdemir

The global population is aging, and there is a concomitant increase in surgery for the elderly. In geriatric patients, where postoperative pain assessment is difficult, technological tools that perform automatic pain assessment are needed to alleviate the workload of nurses and to accurately assess patients' pain. This study offers a more reliable and rapid assessment tool for assessing the pain of elderly patients undergoing surgery. The study aimed to develop a machine learning-based pain assessment application for postoperative geriatric patients. A methodological study was conducted with 68 patients in the general surgery clinic of a hospital between October 2022 and June 2024. Data were collected using a Sociodemographic Data Collection Form, the Numeric Rating Scale, and the Wong-Baker FACES Pain Scale. Then, machine learning was used. Data are summarized using descriptive statistics and presented using narrations, tables, and graphs. The study reveals that nurses assigned lower scores to patients' pain levels. In the categorical classification, a high level of agreement was observed between the patient and the machine learning for each measurement. A machine learning-based pain assessment application is an efficacious method for assessing pain following geriatric surgery. It facilitates nursing care and supports the advancement of geriatric nursing.

全球人口正在老龄化,随之而来的是老年人手术的增加。在老年患者中,术后疼痛评估困难,需要进行自动疼痛评估的技术工具来减轻护士的工作量,准确评估患者的疼痛。本研究为老年手术患者的疼痛评估提供了一种更可靠、更快速的评估工具。该研究旨在开发一种基于机器学习的老年患者术后疼痛评估应用程序。对2022年10月至2024年6月在某医院普外科门诊就诊的68例患者进行方法学研究。使用社会人口统计数据收集表、数字评定量表和Wong-Baker FACES疼痛量表收集数据。然后,使用机器学习。数据使用描述性统计进行总结,并使用叙述、表格和图表进行呈现。研究表明,护士给病人的疼痛程度打分较低。在分类分类中,在每次测量中观察到患者和机器学习之间的高度一致性。基于机器学习的疼痛评估应用程序是评估老年手术后疼痛的有效方法。它促进护理和支持老年护理的进步。
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引用次数: 0
Wearable Technologies in Nursing Research: A Bibliometric Analysis. 护理研究中的可穿戴技术:文献计量分析。
Q2 Nursing Pub Date : 2025-11-01 DOI: 10.1097/CIN.0000000000001426
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引用次数: 0
Virtual Connected Care: A Distinctive Care Delivery Model. 虚拟互联医疗:一种独特的医疗服务模式。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000703
Gay Landstrom, Murielle Beene

A rapidly emerging topic in nursing and health care literature is virtual nursing. New hospital care delivery models are being developed largely in response to the shortage of registered nurses willing to work in the inpatient setting and proposed as the way to ensure safety in staffing in that context. One national health care system successfully presented a case for the implementation of an innovative model that would team a bedside nurse, a dedicated care partner and leverage technology to deliver adult acute care on inpatient units. The model was developed, prototyped and tested, with outcomes providing the impetus for a system decision to scale and sustain the model across all acute care hospitals. An innovative implementation team, guided by a focused change methodology and grounded in the core values of the organization, was established to implement the model across an initial 2500 beds. Principles of Human Caring Science and Relational Coordination were both cornerstones of the model and enablers of the change process. This paper will address details of the model, change tactics, implementation, learnings through scaling across an enterprise, and the implications for research.

虚拟护理是护理和卫生保健文献中一个迅速出现的话题。正在开发新的医院护理提供模式,主要是为了应对愿意在住院环境中工作的注册护士短缺的问题,并提出了在这种情况下确保人员配置安全的方法。一个国家卫生保健系统成功地提出了一个实施创新模式的案例,该模式将一名床边护士、一名专门的护理伙伴和利用技术在住院部提供成人急性护理。该模型经过开发、原型制作和测试,其结果为系统决策提供了动力,以便在所有急症护理医院中扩展和维持该模型。建立了一个创新的实施团队,以集中的变更方法为指导,以组织的核心价值为基础,在最初的2500张病床上实施该模型。人类关怀科学原则和关系协调原则都是该模式的基石,也是变革过程的推动者。本文将讨论模型的细节、变更策略、实现、通过跨企业扩展的学习,以及对研究的影响。
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引用次数: 0
Technology's Impact on Nurse Manager Practices. 技术对护士管理实践的影响。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000705
Tamera Sutton

In today's fast-paced health care environment, nurse managers face increasing complexity in their roles due to shifting care models, regulatory demands, and rising patient acuity. Technology is reshaping how nurse managers lead, requiring advanced digital competencies to navigate tools such as artificial intelligence, automation, predictive analytics, electronic health record interoperability, and virtual care. To lead digital transformation successfully, nurse managers must develop strategic leadership, informatics, and digital and data literacy skills. Empowering them with the right tools, training, and support is essential for ensuring high-quality, efficient, and future-ready care delivery. The leadership of nurse managers in the adoption of technology within the health care sector is significantly affected by their digital competencies. Many leaders recognize the importance of digital competencies for successful transformation, fostering confidence in the process. Key nurse manager competencies that empower this transformation include strategic leadership, health informatics, cybersecurity, data privacy, data literacy, and analytics. These insights highlight the necessity of providing nurse managers with the essential tools and knowledge to succeed in leading digital transformation.

在当今快节奏的医疗环境中,由于护理模式的转变、监管要求和患者敏锐度的提高,护士管理人员面临着越来越复杂的角色。技术正在重塑护士管理者的领导方式,需要先进的数字能力来驾驭人工智能、自动化、预测分析、电子健康记录互操作性和虚拟护理等工具。为了成功领导数字化转型,护士管理者必须培养战略领导力、信息学以及数字和数据素养技能。为他们提供适当的工具、培训和支持,对于确保提供高质量、高效和面向未来的医疗服务至关重要。护士管理人员在医疗保健部门采用技术方面的领导能力受到其数字能力的显著影响。许多领导者认识到数字化能力对成功转型的重要性,并在此过程中培养信心。推动这一转变的关键护士经理能力包括战略领导力、健康信息学、网络安全、数据隐私、数据素养和分析。这些见解强调了为护士管理者提供必要的工具和知识以成功领导数字化转型的必要性。
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引用次数: 0
Registered Nurse-Led Visits in Ambulatory Specialty Care Clinic: Implementation Process Review. 专科门诊注册护士带队访视:实施过程回顾。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000707
Chrystal L Lewis, Teresa Bell-Stephens, Joli Vavao, Charlene Grace A Platon, Gary K Steinberg

Registered Nurse (RN)-led visits are increasingly utilized in ambulatory care. However, little information is available about implementation and sustainability for RN-led visits. Patients experienced difficulties accessing care in an ambulatory neurosurgery specialty care clinic. This article presents the implementation process and sustained success of RN-led visits over more than a 25-year time span in this neurosurgery specialty ambulatory care clinic. The number of operating room (OR) cases by a single neurosurgeon was increased by an average of 95 cases per year over a 5-year implementation time frame, growing from an average of 211 cases per year (2000-2004) to 306 (2005-2009), and sustained at this average with 309 cases in the 2020-2024 period. The sustained increased OR caseload over a 20-year time-period suggests RN-led visits can be an effective strategy to promote the entire ambulatory care team working at the top of their scope of practice. Further research is needed on economic impacts of RN-led visits, patient access wait times, and team satisfaction.

注册护士(RN)领导的访问越来越多地用于门诊护理。然而,很少有关于由区域办事处领导的访问的实施和可持续性的信息。患者在门诊神经外科专科护理诊所就诊遇到困难。这篇文章介绍了在这个神经外科专科门诊诊所超过25年的时间跨度中,rn领导的访问的实施过程和持续成功。在实施的5年时间框架内,单个神经外科医生的手术室(OR)病例数平均每年增加95例,从平均每年211例(2000-2004年)增加到306例(2005-2009年),并在2020-2024年期间保持这一平均水平,达到309例。在20年的时间里,持续增加的手术室病例量表明,注册护士领导的访问可以是一种有效的策略,以促进整个门诊护理团队在其实践范围的顶部工作。需要进一步研究以护士为主导的就诊的经济影响、患者就诊等待时间和团队满意度。
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引用次数: 0
The Nurse Leader's Role in Guiding Practice Change: Leveraging Shared Decision-Making to Transform Care. 护士领导在指导实践变革中的作用:利用共同决策来改变护理。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000692
Ruth Kitzmiller, Sara Sullens, Amber Orton

Nursing practice changes advance rapidly and can be difficult for health care professionals to navigate. As best practices, technology, regulatory requirements, and performance benchmarks continue to progress, nurses must adjust while continuing to provide excellent patient care. One key strategy for guiding these changes is through the use of shared decision-making. This article will provide nurse leaders with strategies to successfully guide their teams through practice changes using shared decision-making.

护理实践的变化进展迅速,可能难以卫生保健专业人员导航。随着最佳实践、技术、监管要求和绩效基准的不断进步,护士必须在继续提供优质患者护理的同时进行调整。指导这些变化的一个关键战略是通过使用共同决策。本文将为护士长提供一些策略,帮助他们通过共享决策成功地指导团队进行实践变更。
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引用次数: 0
2025 New England Nursing Informatics Consortium (NENIC) Member Highlights. 2025年新英格兰护理信息学联盟(NENIC)成员亮点。
Q2 Nursing Pub Date : 2025-10-01 DOI: 10.1097/CIN.0000000000001392
Julie Murphy, Karen Bavuso, Denise Goldsmith, Rita D Zielstorff
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引用次数: 0
Elevating Nursing Practice Through Emerging Models of Care. 通过新兴的护理模式提升护理实践。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000713
K T Waxman
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引用次数: 0
Integrating the Safer Together National Action Plan to Improve Nurse-Led Models Focused on Patient Safety. 整合“一起安全”国家行动计划,改善以患者安全为重点的护士主导模式。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000711
Patricia Lavin, Mary A Dolansky, Teri Chenot, Gwen Sherwood

Patient safety remains an elusive goal for health care systems despite 2 decades of reports, strategies, tools, and revamped health professions education. These actions alone have lowered many targeted areas of preventable harm, particularly hospital-acquired conditions, yet evidence indicates better outcomes depend on "total system" approaches that embed patient safety in the core of care delivery. The first national patient safety plan, Safer Together: A National Action Plan to Advance Patient Safety from the Institute for Health Care Improvement, presents 4 recommendations to achieve total system safety. For decades, the Quality and Safety Education for Nurses (QSEN) competencies and the American Nurses Credentialing Center Magnet Recognition Program guided nursing care to ensure safe and high-quality care to pursue nursing excellence. By intertwining with Safer Together, the 3 re-envision a nursing practice model ensuring safe quality patient care. This paper describes integrating the 4 pillars defined by Safer Together into a nursing model with the Magnet Framework fueled by a nursing workforce grounded in the QSEN competencies. Nurses are in frontline positions for leading a total systems safety approach but need guidance for integrating these recommendations into effective professional practice models that define values, structures, and processes for delivering safe quality care.

尽管有20年的报告、战略、工具和改进的卫生专业教育,患者安全仍然是卫生保健系统难以实现的目标。仅这些行动就降低了许多可预防伤害的目标领域,特别是医院获得性疾病,但有证据表明,更好的结果取决于将患者安全纳入医疗服务核心的“整体系统”方法。卫生保健改进研究所的第一个国家患者安全计划《一起更安全:促进患者安全的国家行动计划》提出了实现整个系统安全的4项建议。几十年来,护士质量和安全教育(QSEN)能力和美国护士资格认证中心磁铁认可计划指导护理工作,以确保安全和高质量的护理,追求卓越的护理。通过与“更安全的在一起”相互交织,3重新设想了一种护理实践模式,确保患者的安全质量护理。本文描述了将Safer Together定义的4个支柱整合到一个护理模型中,该模型具有磁铁框架,由基于QSEN能力的护理人员推动。护士在领导全面系统安全方法方面处于第一线,但需要指导将这些建议整合到有效的专业实践模型中,以确定提供安全优质护理的价值、结构和流程。
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引用次数: 0
Implementing Virtual Nursing on a MedSurg Telemetry Unit in a Community Hospital. 在社区医院医疗外科遥测单元中实施虚拟护理。
Q2 Nursing Pub Date : 2025-10-01 Epub Date: 2025-08-26 DOI: 10.1097/NAQ.0000000000000718
Devika Kandhai, Iskra Gillis, Crystal Crosell

The COVID pandemic was undeniably one of the most challenging times for health care with more than 100 000 nurses leaving the profession due to burnout and pandemic-related stress. Unfortunately, the nursing shortage is predicted to worsen, with the number of new nurses entering the workforce not measuring up to the rate of decline. To decrease some of the burden and burnout of the bedside nurses, an alternative nursing resource was implemented. Virtual nursing is an emerging strategy utilized to support safe and effective staffing in acute care amid the continued nursing workforce challenges. Virtual nursing is a team approach that leverages advanced technology such as smart screens (tablets with speakers installed on a cart), previously used for Telehealth, to support specific aspects of care. The Virtual Nurse functions from a remote location in real time, working in tandem with the bedside care team. A 3-month virtual nurse pilot at a community hospital improved communication with nurses, discharge information, and communication about medication, according to a Press Ganey survey. Anecdotally, patients reported feeling more valued and heard by the care team.

不可否认,COVID大流行是医疗保健领域最具挑战性的时期之一,由于职业倦怠和与大流行相关的压力,超过10万名护士离开了这个行业。不幸的是,预计护士短缺的情况将进一步恶化,因为进入劳动力市场的新护士人数将赶不上下降的速度。为了减轻床旁护士的负担和疲劳,实施了一种替代护理资源。虚拟护理是一种新兴的战略,用于支持安全有效的急症护理人员配置,以应对持续的护理人力挑战。虚拟护理是一种团队方法,利用智能屏幕(安装在推车上的带扬声器的平板电脑)等先进技术,支持远程医疗的特定方面。虚拟护士从远程位置实时工作,与床边护理团队协同工作。根据Press Ganey的一项调查,在一家社区医院进行的为期3个月的虚拟护士试点改善了与护士的沟通、出院信息和药物沟通。有趣的是,患者报告说,他们感到更受护理团队的重视和倾听。
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引用次数: 0
期刊
Nursing Administration Quarterly
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