胃肠内镜中的人工智能:综合性审查
Hassam Ali1, Muhammad Ali Muzammil2, Dushyant Singh Dahiya3
1Department of Gastroenterology and Hepatology, ECU Health Medical Center/Brody School of Medicine, Greenville, North Carolina, USA (Hassam Ali, Muhammad Khalaf).
Annals of gastroenterology
|March 14, 2024
概括
人工智能 (AI) 增强了胃肠道 (GI) 内镜,以更好地检测和治疗疾病. 人工智能工具可以提高诊断的准确性,简化程序,并个性化治疗胃肠道疾病.
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:
- 胃肠道内镜对于诊断胃肠道疾病至关重要,但在某些疾病的诊断敏感性方面面临挑战.
- 人工智能 (AI) 正在成为增强肠道内镜的强大工具.
- 人工智能应用可以改善内镜数据的分析,帮助早期检测和诊断.
研究的目的:
- 审查人工智能在提高内镜诊断精度方面的变革性作用.
- 突出AI在早期检测和个性化治疗胃肠道疾病中的实用性.
- 讨论将人工智能整合到胃肠病学的常规临床实践中.
主要方法:
- 对GI内镜中AI应用的审查,包括计算机辅助检测和诊断.
- 分析人工智能算法,特别是卷积神经网络,与胆血管镜和内镜超声波集成.
- 检查人工智能对诊断准确性的影响,例如不确定的胆道狭窄和胰腺癌等疾病.
主要成果:
- 人工智能显著提高了胃肠道内镜的诊断准确性,特别是在具有挑战性的条件下.
- 人工智能算法增强了恶性胆道狭窄和胆管癌的检测.
- 人工智能简化了程序,可能减少了活检和不良事件的需要.
结论:
- 人工智能正在成为胃肠病学中不可或缺的工具,改善早期检测和个性化治疗计划.
- 临床实施需要解决数据质量和AI模型验证等挑战.
- 为了日常的临床实践,需要进一步的研究和验证的AI应用程序的整合.
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