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From Data to Insights: How Is AI Revolutionizing Small-Bowel Endoscopy?
Joana Mota1,2, Maria João Almeida1,2, Francisco Mendes1,2
1Precision Medicine Unit, Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, 4200-427 Porto, Portugal.
Artificial intelligence (AI) shows promise in improving capsule endoscopy and enteroscopy for small-bowel diseases. AI, particularly convolutional neural networks, can overcome limitations like long reading times, enhancing diagnostic efficiency and accuracy.
Area of Science:
- Gastroenterology
- Medical Imaging
- Artificial Intelligence
Background:
- Capsule endoscopy and enteroscopy are vital for small-bowel pathology management.
- Lengthy reading times limit the broader application of these endoscopic techniques.
- Artificial intelligence (AI) offers a potential solution to enhance efficiency and accuracy.
Purpose of the Study:
- To review the current state-of-the-art of AI in small-bowel endoscopy.
- To focus on AI applications in capsule endoscopy and enteroscopy.
- To highlight AI's potential to transform gastroenterology clinical practice.
Main Methods:
- Review of recent studies on AI in gastroenterology, with a focus on endoscopic imaging.
- Analysis of AI applications, particularly convolutional neural networks (CNNs).
- Examination of AI's impact on capsule endoscopy and enteroscopy procedures.
Main Results:
- AI, especially CNNs, demonstrates remarkable results in endoscopic techniques.
- AI has shown significant potential in improving diagnostic accuracy and efficiency.
- Studies confirm AI's applicability in analyzing endoscopic images for small-bowel pathologies.
Conclusions:
- AI presents a significant opportunity to expand its role in gastroenterology.
- AI can overcome limitations of current endoscopic techniques, such as long reading times.
- AI is poised to catalyze a transformative change in the management of small-bowel diseases.
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