在消化保健和胃肠内镜中可解释的AI
Miguel Mascarenhas1,2,3,4, Francisco Mendes1,2,3, Miguel Martins1,2,3
1Precision Medicine Unit, Department of Gastroenterology, São João University Hospital, 4200-427 Porto, Portugal.
可解释的人工智能 (XAI) 通过使人工智能决策易于理解,提高了对医疗保健的信任. 本综述探讨了XAI工具及其在消化卫生保健中的应用,并解决了伦理和监管方面的考虑.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能的人工智能
- 消化系统卫生保健 消化系统卫生保健
背景情况:
- 医疗保健中的人工智能 (AI) 面临着"黑子医学"带来的挑战,阻碍了临床医生的信任和患者关系.
- 人工智能决策过程中缺乏透明度会导致错误和不信任.
- 可解释的人工智能 (XAI) 对于揭开医学领域的人工智能的神秘性至关重要.
研究的目的:
- 定义可解释AI (XAI) 概念和可用的工具.
- 探索XAI在消化卫生保健中的好处和应用.
- 讨论监管框架,伦理问题以及医学中XAI的未来挑战.
主要方法:
- 文献审查定义了XAI原则.
- 对当前和潜在的XAI在消化健康中的应用进行分析.
- 讨论人工智能在医疗保健中的监管和伦理考虑.
主要成果:
- XAI提高了对人工智能决策的理解,培养了临床医生的信任.
- 可以应用各种XAI工具来改善消化卫生保健结果.
- 展示了XAI实施的例子和未来的可能性.
结论:
- XAI对于将人工智能工具整合到临床实践中至关重要,特别是在消化系统医疗保健中.
- 解决监管和伦理方面的问题对于负责任的XAI发展至关重要.
- 需要进一步的研究来最大限度地发挥XAI在这个领域的好处.
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