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Clinical Decision Support Systems (CDSS) for preventive management of COPD patients

机译:临床决策支持系统(CDSS)用于COPD患者的预防管理

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摘要

Background The use of information and communication technologies to manage chronic diseases allows the application of integrated care pathways, and the optimization and standardization of care processes. Decision support tools can assist in the adherence to best-practice medicine in critical decision points during the execution of a care pathway. Objectives The objectives are to design, develop, and assess a clinical decision support system (CDSS) offering a suite of services for the early detection and assessment of chronic obstructive pulmonary disease (COPD), which can be easily integrated into a healthcare providers' work-flow. Methods The software architecture model for the CDSS, interoperable clinical-knowledge representation, and inference engine were designed and implemented to form a base CDSS framework. The CDSS functionalities were iteratively developed through requirement-adjustment/development/validation cycles using enterprise-grade software-engineering methodologies and technologies. Within each cycle, clinical-knowledge acquisition was performed by a health-informatics engineer and a clinical-expert team. Results A suite of decision-support web services for (i) COPD early detection and diagnosis, (ii) spirometry quality-control support, (iii) patient stratification, was deployed in a secured environment on-line. The CDSS diagnostic performance was assessed using a validation set of 323 cases with 90% specificity, and 96% sensitivity. Web services were integrated in existing health information system platforms. Conclusions Specialized decision support can be offered as a complementary service to existing policies of integrated care for chronic-disease management. The CDSS was able to issue recommendations that have a high degree of accuracy to support COPD case-finding. Integration into healthcare providers' work-flow can be achieved seamlessly through the use of a modular design and service-oriented architecture that connect to existing health information systems.
机译:背景技术使用信息和通信技术来管理慢性病,可以应用综合护理途径,并优化和标准化护理流程。决策支持工具可以在执行护理途径的过程中,协助关键决策点遵循最佳实践医学。目标目的是设计,开发和评估临床决策支持系统(CDSS),为慢性阻塞性肺疾病(COPD)的早期发现和评估提供一整套服务,该服务可轻松整合到医疗服务提供者的工作中-流。方法设计并实现了CDSS的软件体系结构模型,可互操作的临床知识表示和推理引擎,以形成基本的CDSS框架。通过使用企业级软件工程方法和技术,通过需求调整/开发/验证周期来反复开发CDSS功能。在每个周期内,由健康信息工程师和临床专家团队执行临床知识获取。结果在安全的在线环境中部署了一套决策支持Web服务,用于(i)COPD早期检测和诊断,(ii)肺功能测定质量控制支持,(iii)患者分层)。使用323例验证集评估CDSS诊断性能,这些案例具有90%的特异性和96%的敏感性。 Web服务已集成到现有的健康信息系统平台中。结论专业的决策支持可以作为对慢性病管理的现有综合护理政策的补充服务。 CDSS能够发布具有高度准确性的建议来支持COPD案例查找。通过使用连接到现有健康信息系统的模块化设计和面向服务的体系结构,可以无缝地集成到医疗服务提供者的工作流程中。

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