以患者为中心的知识图:对当前方法,挑战和应用的调查
Hassan S Al Khatib1, Subash Neupane1, Harish Kumar Manchukonda1
1Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, United States.
以患者为中心的知识图 (PCKGs) 为个性化医疗提供了对患者数据的整体视图. 本综述详细介绍了PCKG方法,挑战和改善医疗保健结果的应用.
科学领域:
- * 医疗信息学 医疗信息学
- * 医学中的人工智能
- * 知识表示知识表示
背景情况:
- * 医疗保健数据往往分散在不同的系统中.
- * 一个统一的患者健康视角对于个性化护理至关重要.
- *以患者为中心的知识图 (PCKGs) 成为解决方案.
研究的目的:
- * 审查PCKG开发中的方法,挑战和机会.
- * 探索PCKG在个性化医学和疾病预测中的应用.
- *为PCKG的最先进技术提供基础的视角.
主要方法:
- *对PCKG方法的文献综述.
- *分析数据整合,知识提取和表示技术.
- * 探索推理,语义搜索和推理机制.
主要成果:
- *PCKG整合了各种健康数据,以获得全面的患者视图.
- *先进的技术增强了PCKG的构建和评估,以获得可操作的见解.
- *PCKG在个性化医疗和治疗规划方面显示出重大潜力.
结论:
- *PCKG代表了向个性化患者护理的重大转变.
- *有效的PCKG开发需要解决本体设计和数据集成的复杂性.
- *未来的研究应该专注于优化PCKG应用以改善医疗保健结果.
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