对生物医学挑战的公平和包容性AI解决方案的道路上的问题和局限性
Oliver Faust1, Massimo Salvi2, Prabal Datta Barua3,4,5,6,7,8,9,10,11
1School of Computing and Information Science, Anglia Ruskin University, Cambridge Campus, Cambridge CB1 1PT, UK.
Sensors (Basel, Switzerland)
|January 11, 2025
概括
生物医学AI的性能报告受到人类解释的偏见和噪音的阻碍. 解决这种"噪音偏见级联"需要更好的研究设计和多样化的代表性,以实现包容性AI解决方案.
科学领域:
- 生物医学人工智能
- 医疗决策支持系统 医疗决策支持系统
- 医疗保健中的人工智能
背景情况:
- 在AI开发中的绩效报告可以引入偏见和噪音.
- 人类数据的解释和选择是测量偏差和噪声的关键来源.
- "噪音偏差级"描述了这些问题在AI中的相互联系性质.
研究的目的:
- 探索绩效报告与生物医学问题的包容性AI解决方案之间的相关性.
- 检查医疗决策支持系统中的偏见和噪声.
- 为减轻人工智能开发中的偏见和噪音提供可操作的解决方案.
主要方法:
- 分析人工智能开发生命周期,从数据收集到部署.
- "噪声偏差级联"的概念化,以解释相互关联的偏差和噪声.
- 评估当前人工智能模型在处理噪音和偏差方面的能力.
主要成果:
- 偏见,源于人类的解释,对人工智能性能构成比噪音更大的挑战.
- 当前的人工智能模型擅长处理噪音,但与固有的偏见作斗争.
- 整个AI开发生命周期都容易受到噪音和偏见的引入.
结论:
- 缓解偏见需要严格的研究设计,统计分析,透明的报告和多样化的代表性.
- 在AI模型部署期间整合不确定性措施对于公平性和包容性至关重要.
- 需要全面的策略来最大限度地减少偏差和噪音,以提高医疗AI性能.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.6K
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...
5.6K
Ethical Issues
846
Nurses are essential in patient care, upholding the ethical principles of their profession and effectively navigating ethical dilemmas. Neglecting ethical issues can lead to inadequate patient care, compromised therapeutic relationships, and moral distress among healthcare workers.
Ethical Concerns in Healthcare:
Ethical Concerns in Healthcare:
846
Barriers to Effective Communication II
3.6K
The barriers to effective communication also include cultural barriers, semantic barriers, gender barriers, and time constraints.
Cultural barriers:
Differences in values, beliefs, religion, knowledge, and tradition can significantly impact communication. Awareness of nonverbal cues is critical, especially when conversing with a patient from a different culture. What appears appropriate in one culture may be inappropriate in another.
Semantic barriers:
As a result of their tendency to use...
Cultural barriers:
Differences in values, beliefs, religion, knowledge, and tradition can significantly impact communication. Awareness of nonverbal cues is critical, especially when conversing with a patient from a different culture. What appears appropriate in one culture may be inappropriate in another.
Semantic barriers:
As a result of their tendency to use...
3.6K
Microorganisms in Medicine and Therapeutics
Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
Current Trends in Nursing II
1.2K
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,...
1.2K
Ethics in Research
22.9K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
22.9K


