提高护理途径的质量和决策:在癌症护理中应用过程挖掘的应用
Francesca Ferré1,2, Chiara Seghieri1, Sima Sarv Ahrabi1
1Institute of Management, Management and Health Lab, L'EMbeDS, Sant'Anna School of Advanced Studies, Pisa, Italy.
PloS one
|January 7, 2026
概括
过程采矿 (PM) 在意大利公共医院的乳腺癌护理途径中发现了显著的差异. 这项分析突出了效率低下和成本差异,为改善患者护理质量和资源配置提供了见解.
科学领域:
- 医疗信息学 医疗信息学
- 流程管理 流程管理
- 数据科学数据科学数据科学
背景情况:
- 护理途径是改善质量和优化资源的基于证据的工具.
- 建议的护理途径和实际的临床实践之间经常存在差异.
- 过程挖掘 (PM) 提供数据驱动的方法来分析现实世界的过程.
研究的目的:
- 将过程挖掘 (PM) 应用于管理医疗保健数据,以分析乳腺癌护理途径.
- 与指南相比,确定临床实践中的差异.
- 提供关于数据管理,信息创建和解释决策的见解.
主要方法:
- 在意大利托斯卡纳地区公共医院的行政医疗保健数据上使用了过程挖掘 (PM) 技术.
- 专注于乳腺癌护理途径作为一个案例研究.
- 分析执行日志以发现,监控和改进现实世界的流程.
主要成果:
- 揭示了不同医疗保健提供者之间乳腺癌护理途径管理的显著差异,并且违反了推的指南.
- 确定了服务重复,诊断阶段的延迟和瓶.
- 由于不同的诊断程序和访问频率,医疗保健费用的差异突出.
结论:
- 过程采矿 (PM) 有效地揭示了医疗保健提供中的低效率和差异.
- 研究结果支持提高乳腺癌护理的效率和质量.
- 该方法适用于其他医疗保健环境,以改善流程.
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