使用视觉分析对医疗保健团队通信网络的研究
Hsiao-Ying Lu1, Yiran Li1, Brittany Garcia2
1University of California at Davis, Davis, CA, USA.
概括
了解医疗保健专业的合作是患者生存的关键. 这项研究使用电子健康记录数据的视觉分析来揭示多团队系统通信网络如何影响癌症患者的结果.
科学领域:
- 医疗信息学 医疗信息学
- 网络科学 网络科学
- 计算医学是一种计算医学.
背景情况:
- 医疗保健专业人员的合作对于患者的生存至关重要.
- 医疗保健中的复杂多团队系统 (MTS) 在理解合作动态方面存在挑战.
- 电子健康记录 (EHR) 包含有关专业间沟通的宝贵数据.
研究的目的:
- 开发和应用视觉分析工作流程来分析MTS通信网络.
- 确定通信网络特征与癌症患者生存结果之间的关联.
- 利用EHR访问日志来理解医疗保健协作.
主要方法:
- 从现实癌症患者的EHR访问日志构建MTS通信网络.
- 一个视觉分析工作流程,涉及神经网络学习,缩小维度和交互式解释.
- 根据输入/输出属性对数据进行分类,并简化结果.
主要成果:
- 提取了MTS通信网络的语义特征与患者存活率之间的关联.
- 通过两个案例研究证明了视觉分析工作流的实用性.
- 从专家采访中获得了有关调查结果的见解.
结论:
- 视觉分析工作流程有效地揭示了影响患者生存的HCP合作的关键因素.
- 分析EHR访问日志为了解复杂的医疗保健通信网络提供了一种新的方法.
- 这种方法可以为优化团队协作的策略提供信息,以改善患者的治疗结果.
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