医疗保健中的临床数据集成和处理挑战是由当代软件设计所造成的
Valo Petri1, Tran Antoine1,2,3, Baranton Emma1
1Pediatric Emergency Department, Lenval Children's Hospital, Nice, FR.
Digital health
|September 29, 2025
概括
我们为医疗保健开发了一个高效的患者数据整合框架,克服了传统系统的挑战. 这个临床数据仓库支持研究和未来的人工智能应用,改善患者护理和健康信息学.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 数据科学数据科学数据科学
背景情况:
- 患者数据的指数式增长给医疗保健系统带来了挑战.
- 传统的医疗保健软件难以满足现代数据处理需求.
- 高效的患者数据集成对于推动医学研究和人工智能至关重要.
研究的目的:
- 与临床医生共同开发一个高效的患者数据整合框架.
- 为了应对整合各种医疗保健数据的挑战.
- 为医疗保健中先进的分析和机器学习奠定基础.
主要方法:
- 与儿科医生合作创建一个数据整合框架.
- 整合了来自儿科急诊室的10年患者历史数据.
- 开发了一个临床数据仓库 (CDW) 架构.
主要成果:
- 成功地整合了患者历史数据用于研究.
- 证明了CDW的实用性,包括托管临床笔记.
- 确定了数据整合的挑战,并提出了软件设计建议.
- CDW为患者流动,经济学和罕见疾病中的机器学习模型提供了基础.
结论:
- 开发的整合框架和CDW不仅适用于儿科.
- 软件设计的建议可以增强电子健康记录的二次使用.
- 该框架支持未来的AI驱动的医疗保健创新和改进的临床决策.
相关概念视频
Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K
Health Information Technology and Healthcare Information System
3.3K
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
3.3K
Methods of Documentation VI: Case Management Model
860
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
860
Nursing Clinical Information System
1.2K
Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
1.2K
Documentation of Nursing Diagnosis
1.6K
The nurse documents nursing diagnoses and enters them into the patient record. The identified patient's nursing diagnosis is either written out with a plan of care or entered into the electronic health record.
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
1.6K
Integrated Healthcare System
2.3K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
2.3K


