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作者

Ming-Xian Yan

作者单位

Department of Gastroenterology, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, China.

刊名

Journal of Biosciences and Medicines

年份

2025

卷号

Vol.13 No.4

页码

446-452

ISSN

2327-5081

关键词

Inflammatory Bowel Disease Early Diagnosis Artificial Intelligence

摘要

The early diagnosis of inflammatory bowel disease is crucial for improving patient prognosis. However, some patients experience diagnostic delays due to atypical clinical presentations. Current methods widely used in clinical practice may be insufficient for early diagnosis of IBD. Artificial intelligence technology is gradually being applied to the medical diagnosis of diseases. AI systems can accurately identify intestinal pathologies through advanced image analysis; convolutional neural net...更多

The early diagnosis of inflammatory bowel disease is crucial for improving patient prognosis. However, some patients experience diagnostic delays due to atypical clinical presentations. Current methods widely used in clinical practice may be insufficient for early diagnosis of IBD. Artificial intelligence technology is gradually being applied to the medical diagnosis of diseases. AI systems can accurately identify intestinal pathologies through advanced image analysis; convolutional neural networks have demonstrated particular efficacy in detecting mucosal erosions and ulcers in both standard and capsule endoscopy images. These systems also enhance radiological assessment by reducing image noise and synthesizing weighted magnetic resonance imaging sequences, thereby improving image quality and diagnostic information yield. The combination of AI-assisted endoscopy and medical imaging technology has significantly improved the detection rate of intestinal lesions. Nevertheless, limitations persist as training datasets may contain inherent biases and fail to fully represent clinical diversity. In conclusion, while AI applications show promising potential for early IBD diagnosis, they still need to be improved in the future.收起

文献类型

期刊