人工智能商业案例的审查,以向学习健康保健系统迈进
Omar Msto Hussain Nasser1, Brian W Bresnahan2, Nathan M Cross2
1Harvard Medical School, Boston MA, Department of Radiology, Beth Israel Medical Center, Boston, MA.
Journal of the American College of Radiology : JACR
|December 11, 2025
概括
人工智能 (AI) 可以帮助克服发展学习医疗保健系统 (LHS) 的障碍. 通过解决文化,数据和劳动力方面的挑战,人工智能集成可以改善医疗保健系统和患者的结果.
科学领域:
- 医疗保健管理的管理
- 医疗信息学 医疗信息学
- 人工智能在医学中的应用
背景情况:
- 学习医疗保健系统 (LHS) 面临重大障碍,包括组织文化,数据互操作性,资金,劳动力和监管问题.
- 人工智能 (AI) 在医疗保健中越来越多地被探索,但其实施面临着与LHS类似的挑战.
- 人工智能和LHS之间存在协同效应,提供了解决共同实施障碍的机会.
研究的目的:
- 审查人工智能 (AI) 使用案例的潜力,以减少开发学习医疗保健系统 (LHS) 中发现的障碍.
- 通过战略AI实施,确定促进LHS发展的机会.
- 探索人工智能如何提高医疗保健中的临床和非临床业务流程.
主要方法:
- 对医疗保健内外的人工智能应用的文献综述.
- 通过克服特定LHS障碍的透视来分析AI使用案例.
- 检查AI工具在临床和业务流程中实施的证据标准.
主要成果:
- 人工智能工具可以解决与组织文化,数据系统和劳动力局限性相关的障碍.
- 人工智能为改善临床和非临床医疗保健环境中的工作流程提供了机会.
- 严格的测试和基于证据的AI实施至关重要,临床决策支持与业务流程优化标准各不相同.
结论:
- 人工智能为推进学习医疗保健系统提供了重大机会.
- 人工智能可以提高医疗保健系统的效率,工作流程流程,并最终改善患者的健康结果.
- 在适当的证据的指导下,人工智能的战略整合是实现人工智能在医疗保健转型中的全部潜力的关键.
相关概念视频
Current Trends in Nursing II
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,...
Issues And Trends In Healthcare Delivery System
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...
Integrated Healthcare System
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,...
Methods of Documentation VI: Case Management Model
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 illness...
For example, a patient with a chronic illness...
Health Information Technology and Healthcare Information System
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:
Nursing Clinical Information System
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:
