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A three-step framework for capacity planning in a nursing home context 养老院容量规划的三步框架
IF 1.8 Q2 Medicine Pub Date : 2022-05-21 DOI: 10.1080/20476965.2022.2062461
N. Dieleman, M. Buitink, René Bekker, Dennis Moeke
ABSTRACT This paper presents a three-step conceptual framework that can be used to structure the care-related capacity planning process in a nursing home context. The proposed framework provides a sound practical vehicle to organise client-centred care without overstretching available capacity. Within this framework, an MILP for shift scheduling and a Genetic Algorithm (GA) for task-scheduling are proposed. To investigate the performance of the proposed framework, it is benchmarked against the current situation. The results show that considerable improvements can be achieved in terms of efficiency and waiting time. More specifically, it is shown that very modest waiting times can be achieved without exceeding available capacity, despite the fluctuations in care demand across the day.
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引用次数: 1
Automating data collection methods in electronic health record systems: a Social Determinant of Health (SDOH) viewpoint. 电子健康记录系统中的自动化数据收集方法:健康的社会决定因素(SDOH)观点
IF 1.8 Q2 Medicine Pub Date : 2022-05-19 eCollection Date: 2023-01-01 DOI: 10.1080/20476965.2022.2075796
Kelsey Berg, Chelsea Doktorchik, Hude Quan, Vineet Saini

Social Determinant of Health (SDOH) data are important targets for research and innovation in Health Information Systems (HIS). The ways we envision SDOH in "smart" information systems will play a considerable role in shaping future population health landscapes. Current methods for data collection can capture wide ranges of SDOH factors, in standardised and non-standardised formats, from both primary and secondary sources. Advances in automating data linkage and text classification show particular promise for enhancing SDOH in HIS. One challenge is that social communication processes embedded in data collection are directly related to the inequalities that HIS attempt to measure and redress. To advance equity, it is imperative thatcare-providers, researchers, technicians, and administrators attend to power dynamics in HIS standards and practices. We recommend: 1. Investing in interdisciplinary and intersectoral knowledge generation and translation. 2. Developing novel methods for data discovery, linkage and analysis through participatory research. 3. Channelling information into upstream evidence-informed policy.

健康的社会决定因素(SDOH)数据是健康信息系统(HIS)研究和创新的重要目标。我们在 "智能 "信息系统中设想 SDOH 的方式将在塑造未来人口健康景观方面发挥重要作用。目前的数据收集方法可以通过标准化和非标准化的格式,从第一手和第二手资料来源中获取各种 SDOH 因素。数据链接和文本分类自动化方面的进步为加强 HIS 中的 SDOH 显示了特别的前景。面临的一个挑战是,数据收集中的社会交流过程与 HIS 试图衡量和纠正的不平等现象直接相关。为了促进公平,医疗服务提供者、研究人员、技术人员和管理人员必须关注 HIS 标准和实践中的权力动态。我们建议1.投资于跨学科和跨部门知识的生成和转化。2.2. 通过参与式研究,开发发现、连接和分析数据的新方法。3.将信息转化为上游循证政策。
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引用次数: 0
Systems thinking and designerly tools for medical device design in engineering curricula. 工程课程中医疗器械设计的系统思维与设计工具
IF 1.8 Q2 Medicine Pub Date : 2022-05-16 eCollection Date: 2023-01-01 DOI: 10.1080/20476965.2022.2072778
Max Schoepen, Ewout Vansteenkiste, Werner De Gersem, Jan Detand

Background: In this paper we focus on medical device development (MDD) in Industrial Design Engineering (IDE) academia. We want to find which methods our MDD-students currently use, where our guidance has shortcomings and where it brings added value.

Methods: We have analysed 19 master and 3 doctoral MDD-theses in our IDE curriculum. The evaluation focusses around four main themes: 1) regulatory 2) testing 3) patient-centricity and 4) systemic design.

Results: Regulatory aspects and medical testing procedures seem to be disregarded frequently. We assume this is because of a lack of MDD experience and the small thesis timeframe. Furthermore, many students applied medical-oriented systemic tools, which enhances multiperspectivism. However, we found an important lack in the translation to the List of Specifications and to business models of these medical devices. Finally, students introduced various participatory techniques, but seem to struggle with implementing this in the setting of evidence-based medicine.

背景:本文主要研究工业设计工程(IDE)学术界对医疗器械(MDD)的研究。我们想找到MDD学生目前使用的方法,我们的指导在哪里有缺点,在哪里能带来附加值。方法:我们分析了IDE课程中19篇硕士和3篇博士MDD论文。评估围绕四个主要主题:1)监管2)测试3)以患者为中心和4)系统设计。结果:监管方面和医疗检测程序似乎经常被忽视。我们认为这是因为缺乏MDD经验和较小的刺激范围。此外,许多学生应用了以医学为导向的系统工具,这增强了多视角性。然而,我们发现在这些医疗器械的规格清单和商业模式的翻译中存在重要不足。最后,学生们介绍了各种参与性技术,但似乎很难在循证医学的环境中实现这一点。
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引用次数: 0
Contactless remote monitoring of sleep: evaluating the feasibility of an under-mattress sensor mat in a real-life deployment 睡眠的非接触式远程监控:评估床垫下传感器垫在现实生活中的可行性
IF 1.8 Q2 Medicine Pub Date : 2022-05-08 DOI: 10.1080/20476965.2022.2072777
Ibrahim Sadek, B. Abdulrazak
ABSTRACT Sleep is so important, particularly for the elderly. The lack of sleep may increase the risk of cognitive decline. Similarly, it may also increase the risk of Alzheimer’s disease. Nonetheless, many people underestimate the importance of getting enough rest and sleep. In-laboratory polysomnography is the gold-standard method for assessing the quality of sleep. This method is considered impractical in the clinical environment, seen as labour-intensive and expensive owing to its specialised equipment, leading to long waiting lists. Hence, user-friendly (remote and non-intrusive) devices are being developed to help patients monitor their sleep at home. In this paper, we first discuss commercially-available non-wearable devices that measure sleep, in which we highlight the features associated with each device, including sensor type, interface, outputs, dimensions, power supply, and connectivity. Second, we evaluate the feasibility of a non-wearable device in a free-living environment. The deployed device comprises a sensor mat with an integrated micro-bending multimode fibre. Raw sensor data were gathered from five senior participants living in a senior activity centre over a few to several weeks. We were able to analyse the participants’ sleep quality using various sleep parameters deduced from the sensor mat. These parameters include the wake-up time, bedtime, the time in bed, nap time. Vital signs, namely heart rate, respiratory rate, and body movements, were also reported to detect abnormal sleep patterns. We have employed pre-and post-surveys reporting each volunteer’s sleep hygiene to confirm the proposed system’s outcomes for detecting the various sleep parameters. The results of the system were strongly correlated with the surveys for reporting each sleep parameter. Furthermore, the system proved to be highly effective in detecting irregular patterns that occurred during sleep.
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引用次数: 1
Resilience as a measure of preparedness for pandemic influenza outbreaks. 抵御能力作为应对大流行性流感爆发的一项措施
IF 1.8 Q2 Medicine Pub Date : 2022-04-12 eCollection Date: 2024-01-01 DOI: 10.1080/20476965.2022.2062462
Daniel Romero Rodriguez, Walter Silva, Alex Savachkin, Tapas Das, Julio Daza

The global crisis generated by COVID-19 has heightened awareness of pandemic outbreaks. From a public health preparedness standpoint, it is essential to assess the impact of a pandemic and also the resilience of the affected communities, which is the ability to withstand and recover quickly after a pandemic outbreak. The infection attack rate has been the common metric to assess community response to a pandemic outbreak, while it focuses on the number of infected it does not capture other dimensions such as the recovery time. The aim of this research is to develop community resilience measures and demonstrate their estimation using a simulated pandemic outbreak in a region in the USA. Three scenarios are analysed with different combinations of virus transmissibility rates and non-pharmaceutical interventions. I The inclusion of the resilience framework in the pandemics outbreak analysis will enable decision makers to capture the multi dimensional nature of community response.

COVID-19 引发的全球危机提高了人们对大流行病爆发的认识。从公共卫生准备的角度来看,评估大流行病的影响以及受影响社区的恢复能力(即在大流行病爆发后的抵御能力和快速恢复能力)至关重要。感染发作率一直是评估社区应对大流行病爆发的常用指标,但它只关注感染人数,并不包括恢复时间等其他方面。本研究的目的是制定社区复原力衡量标准,并通过在美国某地区模拟大流行爆发来证明其估算结果。通过病毒传播率和非药物干预措施的不同组合,对三种情景进行了分析。将复原力框架纳入大流行病疫情分析将使决策者能够捕捉到社区响应的多维性。
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引用次数: 0
The biopsychosociotechnical model: a systems-based framework for human-centered health improvement. 生物-心理-社会-技术模型:一个基于系统的以人为中心的健康改善框架
IF 1.8 Q2 Medicine Pub Date : 2022-01-30 eCollection Date: 2023-01-01 DOI: 10.1080/20476965.2022.2029584
Alan J Card

The biopsychosocial model is among the most influential frameworks for human-centered health improvement but has faced significant criticism- both conceptual and pragmatic. This paper extends and fundamentally re-structures the biopsychosocial model by combining it with sociotechnical systems theory. The resulting biopsychosociotechnical model addresses key critiques of the biopsychosocial model, providing a more "practical theory" for human-centered health improvement. It depicts the determinants of health as complex adaptive system of systems; includes the the artificial world (technology); and provides a roadmap for systems improvement by: differentiating between "health status" and "health and needs assessment", [promoting problem framing]; explaining health as an emergent property of the biopsychosociotechnical context [imposing a systems orientation]; focusing on "interventions" vs. "treatments" to modify the biopsychosociotechnical determinants of health, [expanding the solution space]; calling for a participatory design process [supporting systems awareness and goal-orientation]; and including intervention management to support the full lifecycle of health improvement.

生物-心理-社会模式是以人为本的健康改善最有影响力的框架之一,但在概念和实用性方面都受到了很大的批评。本文将生物-心理-社会模式与社会技术系统理论相结合,对其进行了扩展和根本性的重构。由此产生的生物-心理-社会-技术模型解决了对生物-心理-社会模型的主要批评,为以人为本的健康改善提供了更 "实用的理论"。它将健康的决定因素描述为复杂的适应性系统;包括人工世界(技术);并通过以下方式为系统改进提供了路线图:区分 "健康状况 "与 "健康和需求评估"[促进问题框架];将健康解释为生物-心理-社会-技术背景下的新兴属性[施加系统导向];关注 "干预 "与 "治疗",以改变生物-心理-社会-技术背景下的健康状况。"扩大解决方案的空间];呼吁参与式设计过程[支持系统意识和目标导向];包括干预管理,以支持改善健康的整个生命周期。
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引用次数: 0
Feasibility analysis of a prevention programme for patients with early chronic disease using A mathematical model. 用数学模型分析早期慢性病患者预防方案的可行性。
IF 1.8 Q2 Medicine Pub Date : 2022-01-01 DOI: 10.1080/20476965.2020.1860654
Fanwen Meng, Aidan Lyanzhiang Tan, Bee Hoon Heng, Melvin Khee Shing Leow, Palvannan Kannapiran

The increasing prevalence of the chronic disease is of considerable concern to health-care organisations. Prevention programmes to patients with early chronic disease have the potential to improve individual health and quality of life through disease avoidance or delay and to save the medical cost of the health care system. Due to the limited budget in healthcare this study seeks to analyse the feasibility of a programme prior to implementation. A mathematical model is developed to determine incidence reduction rate at which the underlying cost break-even can be achieved; consequently, the programme would be feasible. We show the existence and uniqueness of the underlying incidence reduction and establish the feasibility frontier concerning the trade-offs between intervention effective period and incidence reduction rate. We use a diabetes prevention programme to demonstrate the efficiency and advantage of the model. The proposed model would inform decision-makers scientific principles in determining an intervention for implementation.

慢性疾病的日益流行是卫生保健组织非常关注的问题。针对早期慢性疾病患者的预防规划有可能通过避免或延迟疾病改善个人健康和生活质量,并节省卫生保健系统的医疗费用。由于医疗保健预算有限,本研究旨在分析方案实施前的可行性。开发了一个数学模型,以确定发生率降低率,从而实现基本成本收支平衡;因此,该方案是可行的。我们证明了潜在发病率降低的存在性和唯一性,并建立了干预有效时间与发病率降低率权衡的可行性边界。我们用一个糖尿病预防项目来证明该模型的效率和优势。拟议的模式将为决策者提供确定执行干预措施的科学原则。
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引用次数: 0
A Systems-Based Framework for Immunisation System Design: Six Loops, Three Flows, Two Paradigms. 基于系统的免疫系统设计框架:六环、三流、两范式。
IF 1.2 Q4 HEALTH POLICY & SERVICES Pub Date : 2021-10-28 eCollection Date: 2023-01-01 DOI: 10.1080/20476965.2021.1992300
Catherine Decouttere, Nico Vandaele, Kim De Boeck, Stany Banzimana

Despite massive progress in vaccine coverage globally, the region of sub-Saharan Africa is lagging behind for Sustainable Development Goal 3 by 2030. Sub-national under-immunisation is part of the problem. In order to reverse the current immunisation system's (IMS) underperformance, a conceptual model is proposed that captures the complexity of IMSs in low- and middle-income countries (LMICs) and offers directions for sustainable redesign. The IMS model was constructed based on literature and stakeholder interaction in Rwanda and Kenya. The model assembles the paradigms of planned and emergency immunisation in one system and emphasises the synchronised flows of vaccinee, vaccinator and vaccine. Six feedback loops capture the main mechanisms governing the system. Sustainability and resilience are assessed based on loop dominance and dependency on exogenous factors. The diagram invites stakeholders to share their mental models and. The framework provides a systems approach for problem structuring and policy design.

尽管全球在疫苗覆盖率方面取得了巨大进步,但撒哈拉以南非洲地区在实现 2030 年可持续发展目标 3 方面仍然落后。次国家免疫接种不足是问题的一部分。为了扭转当前免疫接种系统(IMS)表现不佳的局面,我们提出了一个概念模型,以反映中低收入国家(LMICs)免疫接种系统的复杂性,并为可持续的重新设计指明方向。综合监测系统模型是在卢旺达和肯尼亚的文献和利益相关者互动的基础上构建的。该模型将计划免疫和紧急免疫的模式集合在一个系统中,强调接种者、接种者和疫苗的同步流动。六个反馈回路体现了管理该系统的主要机制。根据循环的主导性和对外部因素的依赖性来评估可持续性和复原力。该图表邀请利益相关者分享他们的心智模式和系统。该框架为问题结构化和政策设计提供了一种系统方法。
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引用次数: 0
Establishing an SEIR-based framework for local modelling of COVID-19 infections, hospitalisations and deaths. 为 COVID-19 感染、住院和死亡的本地建模建立基于 SEIR 的框架。
IF 1.8 Q2 Medicine Pub Date : 2021-09-06 eCollection Date: 2021-01-01 DOI: 10.1080/20476965.2021.1973348
R M Wood, A C Pratt, B J Murch, A L Powell, R D Booton, D G Thomas, J Twigger, E Diakou, S Coleborn, T Manning, C Davies, K M Turner

Without timely assessments of the number of COVID-19 cases requiring hospitalisation, healthcare providers will struggle to ensure an appropriate number of beds are made available. Too few could cause excess deaths while too many could result in additional waits for elective treatment. As well as supporting capacity considerations, reliably projecting future "waves" is important to inform the nature, timing and magnitude of any localised restrictions to reduce transmission. In making the case for locally owned and locally configurable models, this paper details the approach taken by one major healthcare system in founding a multi-disciplinary "Scenario Review Working Group", comprising commissioners, public health officials and academic epidemiologists. The role of this group, which met weekly during the pandemic, was to define and maintain an evolving library of plausible scenarios to underpin projections obtained through an SEIR-based compartmental model. Outputs have informed decision-making at the system's major incident Bronze, Silver and Gold Commands. This paper presents illustrated examples of use and offers practical considerations for other healthcare systems that may benefit from such a framework.

如果不能及时评估需要住院治疗的 COVID-19 病例数量,医疗服务提供者将很难确保提供适当数量的病床。病床太少可能会导致过多的死亡,而病床太多又可能导致需要等待更多的选择性治疗。除了支持能力方面的考虑外,可靠地预测未来的 "浪潮 "也很重要,这有助于确定任何旨在减少传播的地方限制措施的性质、时间和规模。本文详细介绍了一家大型医疗保健系统在建立由专员、公共卫生官员和学术流行病学家组成的多学科 "情景审查工作组 "时所采用的方法,以说明地方自主和地方可配置模型的重要性。该工作组在大流行期间每周召开一次会议,其职责是定义和维护一个不断发展的合理情景库,以支持通过基于 SEIR 的分区模型获得的预测结果。其结果为系统中重大事件铜牌、银牌和金牌指挥部的决策提供了依据。本文举例说明了这一框架的使用情况,并为其他可能受益于这一框架的医疗保健系统提供了实用的考虑因素。
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引用次数: 0
An automated machine learning tool for breast cancer diagnosis for healthcare professionals. 为医疗保健专业人员提供的用于乳腺癌诊断的自动机器学习工具。
IF 1.8 Q2 Medicine Pub Date : 2021-08-25 eCollection Date: 2022-01-01 DOI: 10.1080/20476965.2021.1966324
Tawseef Ayoub Shaikh, Rashid Ali

The paper proposes a hybrid metaheuristic algorithm known as harmony search and simulated annealing (HS-SA) for accurate and precise breast malignancy disclosure by integrating harmony search (HS) and simulated annealing (SA) optimisation methods. An enhanced wavelet-based contourlet transform (WBCT) procedure for mining the highlights of the region of interest (ROI) is explored, that allows execution upgradation over other standard procedures. The anticipated HS-SA algorithm aims to reduce the feature dimensions and assemble at the unparalleled optimal feature subset. The SVM classifier fed with the picke.d feature subsets and assisted by varied kernel functions upheld its classification capacities in contrast with the conformist machine learning classification and optimisation methods. The portrayed computer-aided diagnosis (CAD) model is confronted by evaluating its learning capability on two different breast mammographic datasets i) benchmark BCDR-F03 dataset and ii) local mammographic dataset. Preliminary propagations, experimental outcomes, and quantifiable assessments likewise demonstrate that the proposed model is pragmatic and favourable for the automated breast malignancy findings with optimal performance and fewer overheads. The discoveries show that the proposed CAD system (HS-SA+Kernel SVM) is superior to various characterisation accuracy techniques with an accuracy of 99.89% for the local mammographic dataset and 99.76% for benchmark BCDR-F03 dataset, AUC of 99.41% for the local mammographic dataset and 99.21% for reference BCDR-F03 dataset while keeping the element space restricted to only seven feature subsets and computational prerequisites as low as is judicious.

本文提出了一种混合元启发式算法,即和谐搜索和模拟退火(HS-SA),将和谐搜索(HS)和模拟退火(SA)优化方法相结合,用于准确和精确的乳腺恶性肿瘤信息披露。探索了一种用于挖掘感兴趣区域(ROI)亮点的增强的基于小波的轮廓波变换(WBCT)过程,该过程允许在其他标准过程的基础上进行执行升级。预期的HS-SA算法旨在降低特征维度并在无与伦比的最优特征子集上进行组装。支持向量机分类器与拾取。与传统的机器学习分类和优化方法相比,D特征子集和不同核函数的辅助维持了其分类能力。本文对计算机辅助诊断(CAD)模型在两个不同的乳房x线摄影数据集(i)基准BCDR-F03数据集和ii)局部乳房x线摄影数据集上的学习能力进行了评估。初步的传播、实验结果和可量化的评估同样表明,所提出的模型是实用的,有利于乳腺恶性肿瘤的自动诊断,具有最佳的性能和更少的开销。研究结果表明,所提出的CAD系统(HS-SA+Kernel SVM)优于各种表征精度技术,局部乳房x线摄影数据集的准确率为99.89%,基准BCDR-F03数据集的准确率为99.76%,局部乳房x线摄影数据集的AUC为99.41%,参考BCDR-F03数据集的AUC为99.21%,同时将元素空间限制在只有七个特征子集,计算先决条件尽可能低。
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引用次数: 0
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Health Systems
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