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Artificial Intelligence in Colonoscopy: Where Are We Now in 2024?
Wan Ying Lai, Kenneth Weicong Lin1, Loi Pooi Ling2
1Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, Hong Kong, China, lilylai31@gmail.com.
Artificial intelligence (AI) in colonoscopy shows promise for improving cancer detection and quality assurance. However, limitations in current systems, including accuracy and cost-effectiveness, must be addressed for widespread clinical adoption.
Area of Science:
- Gastroenterology
- Medical Imaging
- Artificial Intelligence
Background:
- Colonoscopy is vital for colorectal cancer (CRC) prevention.
- Artificial intelligence (AI) systems are being developed to enhance colonoscopy quality assurance (computer-aided quality improvement [CAQ]), lesion detection (computer-aided detection [CADe]), and lesion characterization (computer-aided characterization [CADx]).
Purpose of the Study:
- To review the current evidence on AI applications in colonoscopy.
- To discuss existing limitations and explore future directions of AI in colonoscopy.
Main Methods:
- State-of-the-art narrative review of existing studies on AI in colonoscopy.
Main Results:
- CAQ systems show inconsistent results due to small datasets and varied methods.
- CADe systems improve adenoma detection but raise concerns about false positives and cost.
- CADx systems have mixed accuracy and are limited by data representation and trial rigor.
Conclusions:
- AI-assisted colonoscopy shows potential but faces challenges for real-world implementation.
- Further research is needed on clinical efficacy, cost-effectiveness, liability, and data sharing.
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