一个应用程序的概念性资助的可用性评估,用于利用心血管研究的描述性数据分析模型
Oliver Lohaj1, Ján Paralič1, Zuzana Pella2
1Department of Cybernetics and Artificial Intelligence, Faculty of Electrical Engineering and Informatics, Technical University of Košice, Letná 9, 040 01 Košice, Slovakia.
Diagnostics (Basel, Switzerland)
|May 11, 2024
概括
这项研究开发和评估了DESSFOCA,这是一个使用可用性测试的应用程序,用于心脏病学家使用描述模型. 该系统通过发现关联规则和应用集群方法来帮助心血管研究.
科学领域:
- 心血管研究的心血管研究.
- 医疗信息学 医疗信息学
- 可用性工程是指可用性工程.
背景情况:
- 心血管疾病 (CVDs) 代表着全球健康的重大负担.
- 描述性数据分析模型在医疗保健中越来越多地用于患者数据的解释.
- 评估专业研究应用程序的可用性对于有效采用至关重要.
研究的目的:
- 为心脏病学家构想,开发和验证描述型建模应用程序的可用性.
- 通过增强的数据分析功能来支持心血管患者研究.
- 探索和扩展现有的研究软件可用性评估模型.
主要方法:
- 使用R编程语言和Shiny.使用DESSFOCA (心脏病学家决策支持系统) 应用程序的开发.
- 核心功能的实施:关联规则发现,集群和在集群中的规则识别.
- 使用系统可用性量表 (SUS) 的可用性评估和范威利的分层可用性模型的扩展.
主要成果:
- 成功开发了DESSFOCA应用程序,并证明了用于心血管数据分析的核心功能.
- 系统可用性量表 (SUS) 提供了应用程序可用性的定量数据.
- 提出并评估了一个扩展的可用性模型,提供了一个更全面的框架.
结论:
- DESSFOCA应用程序为心脏病学家提供了一个有价值的工具,通过描述性建模来增强研究能力.
- 该研究证实了可用性评估在开发临床研究支持系统中的重要性.
- 建议扩展可用性模型为评估复杂的研究应用提供了一种精细的方法.
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