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Predicting the impact of an electronic health record on practice patterns using computational modeling and simulation.

机译:使用计算建模和仿真来预测电子病历对实践模式的影响。

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摘要

ospitals are under intense pressure by private and public agencies to improve clinical performance outcomes (JCAHO Web Site, 2005). The wide variation across hospitals in clinical outcomes is, in part, fueling this demand (Dartmouth Atlas of Health Care, 2006). In an attempt to reduce variation professional associations have funded the development of evidence based clinical practice guidelines (CPGs). Recently, electronic health records (EHR) that incorporate computerized decision support systems (DSS), point-of-contact clinical documentation (POCD), Internet access to guidelines and provider order entry (CPOE) features have embedded electronic order sets and documentation templates into their applications.;The overall purpose of this research study is to discover and apply new knowledge regarding methods to predict the impact of an EHR on clinical practice guidelines in complex systems such as hospitals. Specifically, the aims of this study are: (1) to build, simulate and validate the accuracy of a computational model representing the current practice patterns in a sample of patients diagnosed with heart failure and treated in a community hospital; and (2) using computational modeling and simulation, develop a method to predict the effects of clinical practice guidelines on practice patterns after implementation of an EHR.;A computational model representing the practice patterns of providers (lab, radiology, medications, patient days, ECGs, Echos, and respiratory care ordered) treating heart failure patients in a community hospital was constructed using Arena a commercially available software tool. The training model was validated (no significant difference at the p.05 level) against best practices clinical guidelines and a best practices physician group (65 patients) using a hold-out group (88 patients) and a test group (245 patients). The model results showed a significant decline (p.05) in net tests and treatments of 26.22%, total annual process delay hours of 12.56% and total annual costs by
机译:私人和公共机构迫切需要口腔矫正器以改善临床表现结果(JCAHO网站,2005)。各地医院临床结果差异很大,部分地推动了这一需求(达特茅斯卫生保健地图集,2006年)。为了减少差异,专业协会资助了基于证据的临床实践指南(CPG)的开发。最近,结合了计算机决策支持系统(DSS),联络点临床文档(POCD),互联网访问指南和提供者订单输入(CPOE)功能的电子健康记录(EHR)已将电子订单集和文档模板嵌入到其中这项研究的总体目的是发现和应用有关方法的新知识,以预测EHR对诸如医院等复杂系统中临床实践指南的影响。具体而言,本研究的目的是:(1)建立,模拟和验证代表社区医院治疗的心衰患者样本中代表当前实践模式的计算模型的准确性; (2)使用计算建模和模拟,开发一种方法来预测实施EHR后临床实践指南对实践模式的影响。;一种计算模型,代表提供者的实践模式(实验室,放射学,药物治疗,患者住院日,使用市售的软件工具Arena构建了在社区医院治疗心力衰竭患者的ECG,回声和呼吸道护理)。使用坚持小组(88名患者)和测试组(245名患者),对照最佳实践临床指南和最佳实践医师组(65名患者)对训练模型进行了验证(在p <0.05水平上无显着差异)。 。模型结果显示,净测试和处理的显着下降(p <.05)为26.22%,年度总流程延迟时间为12.56%,年度总成本

著录项

  • 作者

    Clancy, Thomas Roy.;

  • 作者单位

    The University of Iowa.;

  • 授予单位 The University of Iowa.;
  • 学科 Engineering Industrial.;Computer Science.;Health Sciences Nursing.
  • 学位 Ph.D.
  • 年度 2006
  • 页码 121 p.
  • 总页数 121
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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