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Models Used in Clinical Decision Support Systems Supporting Healthcare Professionals Treating Chronic Wounds: Systematic Literature Review

机译:在支持医疗专业人员治疗慢性伤口的临床决策支持系统中使用的模型:系统文献综述

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Background: Chronic wounds such as diabetic foot ulcers, venous leg ulcers, and pressure ulcers are a massive burden to health care facilities. Many randomized controlled trials on different wound care elements have been conducted and published in the Cochrane Library, all of which have only a low evidential basis. Thus, health care professionals are forced to rely on their own experience when making decisions regarding wound care. To progress from experience-based practice to evidence-based wound care practice, clinical decision support systems (CDSS) that help health care providers with decision-making in a clinical workflow have been developed. These systems have proven useful in many areas of the health care sector, partly because they have increased the quality of care, and partially because they have generated a solid basis for evidence-based practice. However, no systematic reviews focus on CDSS within the field of wound care to chronic wounds. Objective: The aims of this systematic literature review are (1) to identify models used in CDSS that support health care professionals treating chronic wounds, and (2) to classify each clinical decision support model according to selected variables and to create an overview. Methods: A systematic review was conducted using 6 databases. This systematic literature review follows the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement for systematic reviews. The search strategy consisted of three facets, respectively: Facet 1 (Algorithm), Facet 2 (Wound care) and Facet 3 (Clinical decision support system). Studies based on acute wounds or trauma were excluded. Similarly, studies that presented guidelines, protocols and instructions were excluded, since they do not require progression along an active chain of reasoning from the clinicians, just their focus. Finally, studies were excluded if they had not undergone a peer review process. The following aspects were extracted from each article: authors, year, country, the sample size of data and variables describing the type of clinical decision support models. The decision support models were classified in 2 ways: quantitative decision support models, and qualitative decision support models. Results: The final number of studies included in the systematic literature review was 10. These clinical decision support models included 4/10 (40%) quantitative decision support models and 6/10 (60%) qualitative decision support models. The earliest article was published in 2007, and the most recent was from 2015. Conclusions: The clinical decision support models were targeted at a variety of different types of chronic wounds. The degree of accessibility of the inference engines varied. Quantitative models served as the engine and were invisible to the health care professionals, while qualitative models required interaction with the user.
机译:背景:慢性伤口,例如糖尿病足溃疡,下肢静脉溃疡和压疮,是医疗机构的沉重负担。在不同的伤口护理要素上进行了许多随机对照试验,并将其发表在Cochrane图书馆中,所有这些都只有很低的证据基础。因此,医疗保健专业人员在做出有关伤口护理的决定时被迫依靠自己的经验。为了从基于经验的实践发展为基于证据的伤口护理实践,已经开发了可帮助医疗保健提供者在临床工作流程中进行决策的临床决策支持系统(CDSS)。事实证明,这些系统在医疗保健领域的许多领域都是有用的,部分原因是它们提高了护理质量,部分原因是它们为循证实践奠定了坚实的基础。然而,在针对慢性伤口的伤口护理领域内,没有针对CDSS的系统评价。目的:本系统文献综述的目的是(1)识别CDSS中使用的支持慢性伤口护理人员的模型,以及(2)根据所选变量对每种临床决策支持模型进行分类并创建概述。方法:使用6个数据库进行了系统评价。此系统文献综述遵循系统评价的“首选报告项目”和系统评价的Meta分析声明。搜索策略包括三个方面,分别为:方面1(算法),方面2(伤口护理)和方面3(临床决策支持系统)。排除基于急性伤口或创伤的研究。同样,排除了提出指导原则,方案和说明的研究,因为它们不需要临床医生沿着积极的推理链进行研究,而只是关注重点。最后,如果研究未经过同行评审,则将其排除在外。从每篇文章中提取了以下方面:作者,年份,国家,数据的样本大小和描述临床决策支持模型类型的变量。决策支持模型分为两种:定量决策支持模型和定性决策支持模型。结果:系统文献综述中的研究总数为10。这些临床决策支持模型包括4/10(40%)定量决策支持模型和6/10(60%)定性决策支持模型。最早的文章发表于2007年,最近的一篇发表于2015年。结论:临床决策支持模型针对各种不同类型的慢性伤口。推理引擎的可访问程度有所不同。定量模型是引擎,对于医疗保健专业人员而言是不可见的,而定性模型则需要与用户进行交互。

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