眼科中以人为中心的人工智能的差距和未来:未来愿景论坛的共识声明
Daniel Shu Wei Ting1,2,3, Mark S Humayun4,5,6, Suber S Huang7,8
1Singapore Eye Research Institute, Singapore National Eye Center.
Current opinion in ophthalmology
|July 17, 2023
概括
建立一个集中的眼科临床试验数据库需要标准化数据,克服道德问题. 联合学习和激励可以加速人工智能创新和罕见疾病研究,以获得更好的试验结果.
科学领域:
- 眼科医生 眼科 眼科
- 医疗信息学 医疗信息学
- 人工智能的人工智能
背景情况:
- 医疗保健数据的数字化和电子健康记录 (EHR) 的采用正在眼科领域取得进展.
- 实行统一的,专业范围的临床试验数据库存在重大障碍.
研究的目的:
- 讨论眼科数据收集,策划和整理的现状和未来.
- 确定专业范围的临床试验数据库的机遇和挑战.
主要方法:
- 未来愿景论坛讨论和识别关键的机会和障碍.
- 建议包括标准化图像元数据 (DICOM),使用联合学习 (FL) 建立中央数据库,并提供激励措施.
主要成果:
- 图像元数据和数据的标准化至关重要.
- 利用联合学习 (FL) 的集中试验数据库可以促进跨机构的合作,特别是在罕见疾病方面.
- 建议提供激励措施,以加速人工智能,数字创新和患者数据共享.
结论:
- 一个专业范围的临床试验数据库为深入了解疾病自然史,病理生理学和试验失败提供了潜力.
- 克服实施障碍需要眼科利益相关者之间的持续对话,协作和集体行动.
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