通过人工智能驱动的绩效管理系统提高医疗保健的弹性
Giuliana Cavadi1, Federico Cosenz1
1University of Palermo , Palermo, Italy.
Journal of health organization and management
|September 22, 2025
概括
人工智能 (AI) 通过将智能关键绩效指标 (KPIs) 集成到绩效系统中来提高医疗保健的弹性. 该框架支持面临复杂挑战的组织主动决策和适应性治理.
科学领域:
- 医疗信息学 医疗信息学
- 组织理论组织理论.
- 人工智能的人工智能
背景情况:
- 医疗机构面临着系统性挑战,包括环境,人口和财务压力.
- 创新性绩效管理对于检测功能障碍和实现战略逆转至关重要.
- 发展组织性对于在复杂的医疗保健环境中进行导航至关重要.
研究的目的:
- 探索人工智能 (AI) 在提高医疗保健组织的弹性方面的应用.
- 引入一个框架,将人工智能整合到绩效管理中,以提高组织的适应性.
- 为积极的决策和医疗保健战略调整提供结构化的方法.
主要方法:
- 这项研究采用了设计科学研究方法 (DSRM).
- 开发了弹性AI性能优化框架 (RAIPOF).
- 通过一个示例应用程序验证了框架.
主要成果:
- 该RAIPOF将人工智能驱动的工具集成到组织流程中,以提高医疗保健的弹性.
- 人工智能增强的智能关键绩效指标 (KPI) 描述性,预测性和规范性都嵌入了绩效系统中.
- 该框架将战略规划与实时运营数据和弹性指标协调一致.
结论:
- RAIPOF为医疗管理人员提供了一种结构化的方法,用于预期决策和资源分配.
- 它有助于在波动性和高风险的医疗保健环境中不断改进.
- 该研究将人工智能定位为适应性治理的战略推动者,推进了组织性文学.
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
Current Trends in Nursing II
3.3K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
3.3K
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
Methods of Documentation VI: Case Management Model
861
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...
861
Introduction To Health Care Delivery System
3.9K
The healthcare system is constantly changing and complex. Various services are available from different healthcare providers, but gaining access to these services has become challenging for people with limited healthcare insurance. Uninsured people present a challenge to healthcare because they frequently postpone or forego treatment.
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
3.9K

