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The Philosophy of Artificial Intelligence in Healthcare: Facilitating a Human-Centered Paradigm to Optimize Healthcare Outcomes. 医疗保健中的人工智能哲学:促进以人为中心的范式以优化医疗保健结果。
Q3 Medicine Pub Date : 2025-11-21 DOI: 10.1177/08404704251394950
Holly Wei, Sylvain Trepanier, Trent Wei, David Marshall, Robert D Wiley, Darrin D'Agostino

This article aimed to examine the philosophy of Artificial Intelligence (AI) in healthcare and present a novel framework that could bridge philosophy, ethics, and leadership to promote the responsible and human-centered integration of AI. Moving beyond efficiency and innovation, it explored the deeper philosophical, moral, and human dimensions of AI's evolving role in care delivery. The proposed framework incorporated teleology, ontology, epistemology, axiology, and ethics to provide a structured foundation for guiding AI development, implementation, and governance through purpose, knowledge, values, and moral action. Grounded in these principles, it highlights the leadership approaches that foster accountability, organizational readiness, and ethical stewardship in AI adoption. These insights informed the development of a framework designed to align AI with human values and to promote compassionate, ethical, and sustainable applications that enhance healthcare outcomes while preserving the essence of human care.

本文旨在研究医疗保健中的人工智能(AI)哲学,并提出一个新的框架,可以将哲学、伦理和领导力联系起来,以促进人工智能的负责任和以人为本的整合。除了效率和创新之外,它还探讨了人工智能在医疗服务中不断发展的作用的更深层次的哲学、道德和人类层面。提出的框架结合了目的论、本体论、认识论、价值论和伦理学,为通过目的、知识、价值观和道德行为指导人工智能的开发、实施和治理提供了一个结构化的基础。在这些原则的基础上,它强调了在人工智能应用中促进问责制、组织准备和道德管理的领导方法。这些见解为开发一个框架提供了信息,该框架旨在使人工智能与人类价值观保持一致,并促进富有同情心、合乎道德和可持续的应用,在保留人类护理本质的同时提高医疗保健结果。
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引用次数: 0
Building Advocacy in Transformative Change by Putting the Human in the Loop. 通过将人置于循环中,在变革中建立倡导。
Q3 Medicine Pub Date : 2025-11-21 DOI: 10.1177/08404704251391162
Briana Milavec, Queenie Lux, Sarah Bryant, Laura Bermudez

Healthcare organizations face accelerating digital transformation, yet sustainable change depends on empowering the people at the centre of care. This article presents a human-centred change management approach that positions clinical leaders as effective advocates for innovation. Drawing on experience within a large integrated health system, we explore how inclusion and agency mitigate resistance and foster adoption. Two digital use cases-a nurse handoff tool and a scheduling and staffing platform-illustrate how co-authorship in design and implementation builds a sense of ownership and advocacy. By embedding representation and control into change processes, organizations not only improve adoption but cultivate a culture in which clinicians champion transformation. This approach reframes change management as a strategic lever for advocacy, aligning digital innovation with patient-centred values and frontline realities.

医疗保健组织面临着加速的数字化转型,但可持续变革取决于赋予处于护理中心的人员权力。本文提出了一种以人为中心的变革管理方法,将临床领导者定位为创新的有效倡导者。根据大型综合卫生系统的经验,我们探讨了包容和机构如何减轻抵制和促进采用。两个数字用例——护士交接工具和调度和人员配备平台——说明了设计和实施中的共同创作如何建立一种所有权和倡导意识。通过将表示和控制嵌入到变革过程中,组织不仅提高了采用率,而且培养了一种临床医生支持变革的文化。这种方法将变革管理重新定义为倡导的战略杠杆,将数字创新与以患者为中心的价值观和一线现实相结合。
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引用次数: 0
A Survey of Primary Care Administrators' Experiences During Integration of Pharmacists Into Team-Based Primary Care in British Columbia. 不列颠哥伦比亚省基层医疗管理人员整合药师团队基层医疗的经验调查。
Q3 Medicine Pub Date : 2025-11-10 DOI: 10.1177/08404704251388321
Peter J Zed, Arwa Nemir, Peter S Loewen, Anita I Kapanen, Anupama Salil

Team-based primary care involving a pharmacist provides many benefits, including improved patient outcomes, increased efficiency, and enhanced patient and clinician satisfaction. This article reports findings from a provincial survey to describe primary care network administrators' experiences during integration of pharmacists into interprofessional team in primary care networks, and to describe the facilitators and barriers of team-based care. Health service administrators reported an overall high degree of satisfaction with their experiences collaborating with the program team and with pharmacists in a developing team-based primary care model. Barriers to team-based care included lack of integrated electronic medical record preventing efficient access and sharing of patient information/communication, lack of role clarity and scope of practice among team members, and lack of co-location precluding relationship building, timely care, and optimization of the team. These barriers should be addressed to optimize the effectiveness and efficiency of the team as the model of primary care continues to evolve.

有药剂师参与的基于团队的初级保健提供了许多好处,包括改善患者预后、提高效率以及提高患者和临床医生的满意度。本文报告了一项省级调查的结果,以描述初级保健网络管理人员在将药剂师融入初级保健网络跨专业团队中的经验,并描述了团队式护理的促进因素和障碍。卫生服务管理人员报告了他们与项目团队和药剂师在发展中的基于团队的初级保健模式中的合作经验的总体高度满意度。基于团队的护理的障碍包括缺乏集成的电子病历,无法有效地访问和共享患者信息/通信,团队成员之间缺乏角色清晰度和实践范围,以及缺乏共同定位,无法建立关系、及时护理和优化团队。随着初级保健模式的不断发展,应解决这些障碍,以优化团队的有效性和效率。
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引用次数: 0
Lean Six Sigma Projects and the Impact to Patient Satisfaction in United States Healthcare Settings: A Systematic Literature Review. 精益六西格玛项目和对美国医疗保健机构患者满意度的影响:系统文献综述。
Q3 Medicine Pub Date : 2025-11-03 DOI: 10.1177/08404704251386864
Matthew Sheehan, Ashley Y Metcalf

This study examines the effects of Lean Six Sigma (LSS) projects on patient satisfaction within United States healthcare facilities. Focused on the principles of waste reduction and defect minimization, LSS has increasingly been applied in healthcare settings to enhance service quality and operational outcomes. This literature review provides a summary of the existing literature relating LSS in healthcare to patient satisfaction metrics. By using a Systematic Literature Review approach to analyze studies published from 2011 to 2024, this review synthesizes findings from 7 significant papers selected based on stringent inclusion criteria related to LSS project impact to patient satisfaction in United States healthcare facilities. The results demonstrate that LSS interventions can significantly improve patient satisfaction while also reducing inefficiencies in various healthcare processes such as wait times, scheduling, and discharge procedures. A research agenda for future work is proposed.

本研究考察了精益六西格玛(LSS)项目对美国医疗机构患者满意度的影响。专注于减少浪费和最小化缺陷的原则,LSS越来越多地应用于医疗保健环境,以提高服务质量和运营成果。这篇文献综述提供了一个关于医疗保健中的LSS与患者满意度指标的现有文献的总结。通过使用系统文献综述方法分析2011年至2024年发表的研究,本综述综合了7篇重要论文的研究结果,这些论文是根据与LSS项目对美国医疗机构患者满意度的影响相关的严格纳入标准选出的。结果表明,LSS干预可以显著提高患者满意度,同时还可以减少各种医疗保健流程(如等待时间、调度和出院程序)中的低效率。提出了今后工作的研究议程。
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引用次数: 0
Implementation of Multi-Professional, Needs-Based Health Workforce Planning in Nova Scotia: Progress and Challenges. 在新斯科舍省实施多专业、基于需求的卫生人力规划:进展和挑战。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-10-28 DOI: 10.1177/08404704251366152
Adrian MacKenzie

To support health system transformation, efforts are underway to implement multi-professional, population needs-based health workforce planning in the province of Nova Scotia. The purpose of this article is to report on these efforts as well as successes and challenges encountered to date. Implementation has progressed furthest in the COVID-19 response and continuing care sectors, with similar efforts underway in primary care and mental health and addictions. Key enablers of needs-based health workforce planning in Nova Scotia include the availability of robust data on workforce supply and collaborative relationships between health system partners. The main challenges with implementing needs-based health workforce planning in Nova Scotia are the absence of provincial-level clinical service planning or standardized levels of service provision, and a lack of systematic collection of data to measure provider workload or health service outcomes.

为支持卫生系统转型,正在新斯科舍省努力实施基于人口需求的多专业卫生人力规划。本文的目的是报告这些努力以及迄今为止遇到的成功和挑战。落实工作在COVID-19应对和持续护理部门取得了最大进展,在初级保健和精神卫生及成瘾方面也在进行类似努力。新斯科舍省以需求为基础的卫生人力规划的主要推动因素包括提供关于人力供应的可靠数据和卫生系统合作伙伴之间的协作关系。在新斯科舍省实施基于需求的卫生人力规划的主要挑战是缺乏省级临床服务规划或标准化的服务提供水平,以及缺乏系统的数据收集来衡量提供者工作量或卫生服务成果。
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引用次数: 0
From Data to Intelligence for Health Workforce Planning: Insights From Integrated Primary Care Workforce Planning in Toronto. 从数据到智能卫生人力资源规划:从综合初级保健人力资源规划在多伦多的见解。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-10-28 DOI: 10.1177/08404704251365552
Sarah Simkin, Cynthia Damba, Bahja Farah, Rachel Frohlich, Nathalie Sava, Ruth Trainor, Ivy Lynn Bourgeault

To make good decisions, health leaders need information about their communities and the health workforce available to meet their needs. Raw data and indicators of population needs and workforce capacity must be transformed into usable intelligence that can support decision-making. Using the case study of integrated primary care workforce planning in Toronto, we outline our workforce planning framework, and with a focus on workforce analysis, describe the inputs and outputs that are needed for planning, key steps in the conversion of data to intelligence, and the impact of the approach. Raw data flow from data partners through a planning model into a six-step workforce analysis that renders the results of data analysis, modelling, synthesis and visualization relevant, and accessible to planners and decision-makers. We highlight important challenges and considerations related to data standardization, comprehensiveness, granularity, accessibility, and timeliness, and envision a system that more effectively supports workforce planning and decision-making.

为了做出正确的决定,卫生领导人需要有关其社区和卫生人力资源的信息,以满足其需求。必须将人口需求和劳动力能力的原始数据和指标转化为能够支持决策的可用情报。通过对多伦多综合初级保健人力资源规划的案例研究,我们概述了我们的人力资源规划框架,并以人力资源分析为重点,描述了规划所需的输入和输出,将数据转换为智能的关键步骤,以及该方法的影响。原始数据从数据合作伙伴流向规划模型,进入六步劳动力分析,使数据分析、建模、综合和可视化的结果具有相关性,并可供规划人员和决策者使用。我们强调了与数据标准化、全面性、粒度、可访问性和及时性相关的重要挑战和考虑因素,并设想了一个更有效地支持劳动力规划和决策的系统。
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引用次数: 0
To the Census and Beyond: Using Data Sources Outside the Healthcare System to Inform Equity-Oriented Health Workforce Planning. 到人口普查和超越:使用数据来源以外的医疗保健系统告知公平导向的卫生人力资源规划。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-10-28 DOI: 10.1177/08404704251371624
Neeru Gupta, Pablo Miah, Samuel Nemeroff, Sameera Lavallée

The use of population-based data sources can offer healthcare planners and organizations insights on whether the health workforce reflects the sociodemographic diversity of the population it is meant to serve. However, sources outside the traditional boundaries of the healthcare system are typically underused in assessing health workforce imbalances to inform planning. This article offers a guide for health leaders on using national census data to monitor health workforce imbalances by geography, gender, and other equity-oriented characteristics. A case study illustrates how census data can provide standardized quantitative information on the oral health workforce, using various dissemination tools (online census tabulators and full census databanks) and methods (including linkages with other sources for enhanced cohort and ecological analyses). We also address practical issues such as the value of fostering academic partnerships to help navigate the analytics competencies and other requirements for using census products to support decisions.

使用基于人口的数据源可以为卫生保健规划人员和组织提供关于卫生人力是否反映其所服务的人口的社会人口多样性的见解。然而,在评估卫生人力不平衡以为规划提供信息方面,通常没有充分利用卫生保健系统传统边界以外的资源。本文为卫生领导人提供了使用国家人口普查数据监测按地理、性别和其他面向公平的特征划分的卫生人力不平衡的指南。一个案例研究说明了人口普查数据如何利用各种传播工具(在线人口普查制表器和完整的人口普查数据库)和方法(包括与其他来源的联系,以加强队列和生态分析),提供关于口腔卫生工作人员的标准化定量信息。我们还讨论了一些实际问题,例如促进学术伙伴关系的价值,以帮助导航分析能力和使用普查产品来支持决策的其他要求。
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引用次数: 0
Dynamics of public health federalism in Canada. 加拿大公共卫生联邦制的动态。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-09-15 DOI: 10.1177/08404704251362066
Katherine Fierlbeck, Jasmine Pawa

Canada's federal structure is the institutional reality informing our system of public health. While there are advantages to this decentralization, it can also lead to fragmentation and inefficiencies. Calls for stronger federal leadership or better collaboration between jurisdictions are common, but they do not directly address the question of why there has been so little progress in moving in either of these directions. Through the lens of six key public health functions, this article describes contextual realities and disparate interests of the jurisdictions. These underpin a dynamic for public health decision-making in which rational decisions can lead to suboptimal outcomes collectively. Understanding the dynamics of federalism underlying public health in Canada can help us to identify and address barriers to a more effective public health system.

加拿大的联邦结构是我们公共卫生系统的制度现实。虽然这种去中心化有好处,但它也可能导致分散和效率低下。要求加强联邦领导或加强司法管辖区之间合作的呼声很普遍,但它们并没有直接解决为什么在这两个方向上进展如此之少的问题。通过六个关键公共卫生功能的镜头,本文描述了背景现实和司法管辖区的不同利益。这些因素支撑着公共卫生决策的动态,在这种动态中,理性决策可能集体导致次优结果。了解加拿大公共卫生基础的联邦制的动态可以帮助我们识别和解决更有效的公共卫生系统的障碍。
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引用次数: 0
Towards a well-being society: Public health's role in the healthcare system and in society in the 21st century. 迈向福祉社会:公共卫生在21世纪医疗保健系统和社会中的作用。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-09-15 DOI: 10.1177/08404704251368002
T Hancock, C Neudorf, G Watson-Creed

Eight years ago, we were part of a team of authors who wrote about challenges facing public health at that time, indicating threats to public health that also threatened the health of the population and the sustainability of the healthcare system. Eight years later, the issues we discussed remain. In this article, we reflect on what "public health" is, its challenges, and its role both within and beyond the healthcare sector. In particular, we focus on the challenges of downgrading public health within governments and health authorities, of limiting the independence of public health officials, and of limiting public health's scope by combining it with primary and community care. We conclude with the role of public health in wider society and on what could be gained both within and beyond the health sector from a strong public health system that is oriented around a well-being society.

八年前,我们是撰写当时公共卫生面临的挑战的作者团队的一部分,指出对公共卫生的威胁也威胁到人口的健康和医疗保健系统的可持续性。八年后,我们讨论过的问题依然存在。在本文中,我们将反思什么是“公共卫生”,它的挑战,以及它在医疗保健部门内外的作用。我们特别关注政府和卫生当局降低公共卫生的地位、限制公共卫生官员的独立性以及通过将公共卫生与初级保健和社区保健相结合来限制公共卫生的范围等挑战。最后,我们讨论了公共卫生在更广泛的社会中的作用,以及卫生部门内外可以从以福祉社会为导向的强大公共卫生系统中获得什么。
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引用次数: 0
Workforce Truth and ReconciliACTIONs for non-Indigenous Settings in Canada. 加拿大非土著环境下的劳动力真相与和解。
Q3 Medicine Pub Date : 2025-11-01 Epub Date: 2025-10-28 DOI: 10.1177/08404704251365816
Kienan Williams

Indigenous Peoples have unique legislative considerations as employees that may have implications for researchers and health workforce leaders. This article aims to contextualize workforce surveys from an Indigenous employee perspective (What), identify legislation and taxation considerations for health workforce leaders regarding Indigenous employees (So What), and share organizational measurement tools and promising practices (Now What).

土著人民作为雇员具有独特的立法考虑,这可能对研究人员和卫生工作人员的领导产生影响。本文旨在从土著员工的角度对劳动力调查进行背景分析(What),确定卫生人力领导者在土著员工方面的立法和税收考虑(So What),并分享组织测量工具和有前途的实践(Now What)。
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引用次数: 0
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Healthcare Management Forum
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