人工智能在上胃肠道诊断中的应用
Sabrina Xin Zi Quek1, Khek Yu Ho1,2
1Division of Gastroenterology and Hepatology, Department of Medicine, National University of Singapore, Singapore.
The Korean journal of helicobacter and upper gastrointestinal research
|September 11, 2025
概括
人工智能 (AI) 通过改善疾病检测和简化工作流程来增强上胃肠道内镜. 人工智能工具有助于诊断癌前疾病,指导早期胃癌治疗,优化患者护理.
科学领域:
- 胃肠病学 胃肠病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 正在改变上部胃肠道 (GI) 的内镜.
- 机器学习和深度学习等人工智能技术可以提高诊断准确性和临床工作流程.
研究的目的:
- 审查人工智能在上部肠道内镜中的作用.
- 探索AI在疾病检测,表征和管理中的应用.
- 讨论人工智能在内镜中的挑战和未来方向.
主要方法:
- 审查人工智能技术,包括机器学习,深度学习和卷积神经网络.
- 在检测病变,癌前疾病 (巴雷特食道,缩性胃炎,胃肠转化) 和早期胃癌方面探索人工智能应用.
- 讨论非基于图像的AI工具,如拉曼光谱.
主要成果:
- 人工智能系统在识别微妙的病变,评估瘤边缘和减少观察者之间的变异性方面表现出潜力.
- 人工智能提供实时决策支持,最大限度地减少活检并改善患者的治疗结果.
- 人工智能有助于检测癌前疾病,并指导早期胃癌的治疗.
结论:
- 在内镜中整合人工智能面临着包括验证,以用户为中心的设计和培训在内的挑战.
- 将人工智能与临床专业知识相平衡至关重要,以避免过度依赖和失业.
- 未来的人工智能集成有望在上部胃肠道护理中提供全面的诊断和个性化治疗计划.
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