合成转向医疗保健人工智能:承诺和危险
1Centre for Bio-Policy Research (CBPR), Mahatma Gandhi Medical Advanced Research Institute (MGMARI), Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, India; Genentech Regulatory Solutions LLP, Hyderabad, India.
International journal of medical informatics
|September 20, 2025
概括
由于缺乏用于训练人工智能 (AI) 模型的人类数据,医疗保健部门正在转向合成数据. 这种过渡提供了互补的好处,但需要进一步的研究来负责任地实施.
科学领域:
- 医疗保健技术 医疗保健技术 医疗保健技术
- 医疗信息学医学信息学
- 医学中的人工智能
背景情况:
- 人工智能 (AI) 提高了医疗保健诊断,临床护理和运营效率.
- 一个关键的挑战是,用于训练人工智能模型的高质量人类生成数据的可用性正在减少.
- 这种数据稀缺需要探索替代数据源,如合成数据.
研究的目的:
- 探索在医疗保健中过渡到合成数据的影响.
- 讨论与使用合成数据用于人工智能模型培训相关的挑战和机会.
- 检查人类生成和合成数据之间的互补关系.
主要方法:
- 在医疗保健中对人工智能的文献综述和概念分析.
- 探索合成数据生成技术及其应用.
- 讨论现实世界和合成数据集之间的相互作用.
主要成果:
- 合成数据为数据稀缺提供了一个有前途的解决方案,解决了代表性,概括性和可扩展性的差距.
- 合成数据的使用既带来了重大机遇,也带来了挑战,需要仔细考虑.
- 人类生成和合成数据是互补的,而不是相互排斥的,在医疗保健中推进AI.
结论:
- 在医疗保健中向合成数据的过渡是人工智能发展的复杂但必要的演变.
- 进一步的研究,道德准则和开放的对话对于负责任和有效地整合合成数据至关重要.
- 确保人工智能服务于患者和社会利益需要对数据利用采取平衡的方法.
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
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
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
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
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
Synthetic Biology
5.5K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
5.5K

