可扩展的敏捷框架用于医疗人工智能的AI执行在中小企业的AI伦理政策设计
Ion Nemteanu1, Adir Mancebo2, Leslie Joe2
1Nemsee LLC, San Diego, CA, United States.
Journal of medical Internet research
|February 25, 2026
概括
在AI中执行可扩展敏捷框架 (SAFE-AI) 嵌入了针对中小企业 (SMEs) 的敏捷开发的伦理保障. 这一框架简化了伦理审查,使负责任的AI实践对资源有限的组织来说是可行的.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 技术中的伦理学
背景情况:
- 人工智能 (AI) 提出了诸如患者护理方面的偏见和透明度等道德挑战.
- 现有的负责任的人工智能框架对于资源有限的中小企业来说往往太复杂了.
- 在快节奏的中小企业环境中运行道德的人工智能实践需要实际的,综合的解决方案.
研究的目的:
- 共同设计一个可扩展和敏捷的框架,将道德保障嵌入到人工智能开发中.
- 为中小企业创建一个实用的方法,将公平,透明和责任指标整合到他们的工作流中.
- 在现有的敏捷开发周期内简化伦理审查和文档的过程.
主要方法:
- 采用了为期20周的设计科学,以实践为导向的方法.
- 一个跨职能团队,包括中小企业员工和道德研究人员,共同设计了框架.
- 结合了临床医生,领域专家和监管专家的外部利益相关者的反.
主要成果:
- 开发了用于AI执行的可扩展敏捷框架 (SAFE-AI),具有4个阶段的生命周期:发现,评估,开发和监控.
- 通过特定阶段的检查清单,SAFE-AI将公平性,透明度和接受度量纳入敏捷冲刺.
- 引入了一种新的基于场景的概率类比映射方法,用于将模型风险转化为非技术利益相关者的普通语言.
结论:
- SAFE-AI提供了一个实用,轻量级的结构,用于嵌入有意义的道德保障到中小企业AI开发工作流程.
- 该框架简化了道德监督触发器和文档,使负责任的AI即使在有限的治理资源下也是可行的.
- 在整个AI模型生命周期中,SAFE-AI促进了公平,透明和责任的可辩护的跟踪.
相关概念视频
Healthcare Agencies I
1.3K
Healthcare agencies provide healthcare services to people. In the United States, voluntary agencies are often non-profit centers sponsored by donations, grants, or fundraisers. One such organization is Meals on Wheels, which provides meals to the elderly and homebound. The American Heart Association and the American Lung Association are other non-profit community organizations. Doctors and nurses are frequently active members of these organizations, which offer health checks and educational...
1.3K
Issues And Trends In Healthcare Delivery System
6.3K
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...
6.3K
Healthcare Agencies II
1.1K
There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
1.1K
Methods of Documentation VI: Case Management Model
980
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...
980
Health Information Technology and Healthcare Information System
3.5K
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:
3.5K
Ethical Dilemmas II
2.5K
Resolving an ethical dilemma in healthcare involves a systematic approach that considers every aspect of the issue, respecting both the patient's needs and values and the healthcare professional's ethical obligations. Here are potential steps to resolve an ethical dilemma:
2.5K
