眼科人工智能:通往现实世界诊所的道路
Zhongwen Li1, Lei Wang2, Xuefang Wu3
1Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315000, China; School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China.
Cell reports. Medicine
|June 29, 2023
概括
人工智能 (AI) 在眼科方面表现有前途,用于诸如糖尿病视网膜病变检测等任务. 然而,将这些人工智能系统转化为现实世界的临床实践仍然存在挑战.
科学领域:
- 眼科医生 眼科 眼科
- 医疗人工智能 医疗人工智能
背景情况:
- 人工智能 (AI) 具有巨大的潜力,可以彻底改变医疗保健工作流程和患者的治疗结果.
- 眼科人工智能系统在特定的诊断任务中表现出与专家临床医生相当或超过的性能,例如糖尿病视网膜病变的检测和分级.
研究的目的:
- 审查眼科当前的人工智能应用.
- 确定阻碍人工智能系统临床实施的挑战.
- 讨论人工智能在眼科成功临床转化策略.
主要方法:
- 对眼科人工智能应用的文献综述.
- 对AI工具临床采用障碍的分析.
- 探索潜在的解决方案和人工智能实施的未来方向.
主要成果:
- 人工智能系统在眼科诊断方面取得了高精度,包括糖尿病视网膜病变.
- 人工智能在眼科领域的广泛临床部署存在重大障碍.
- 建议制定战略,以促进人工智能融入常规临床实践.
结论:
- 人工智能具有眼科的变革潜力,提高了效率和患者护理.
- 克服实施挑战对于实现AI在临床环境中的全部价值至关重要.
- 需要积极的战略来弥合人工智能开发和临床实践之间的差距.
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