The Importance of Artificial Intelligence in Upper Gastrointestinal Endoscopy.
Dusan PopovicTijana GlisicTomica MilosavljevicNatasa PanicMarija Marjanovic HaljiljiDragana MijacMilica Stojkovic LalosevicJelena NestorovSanja DragasevicPredrag SavicBranka FilipovicPublished in: Diagnostics (Basel, Switzerland) (2023)
Recently, there has been a growing interest in the application of artificial intelligence (AI) in medicine, especially in specialties where visualization methods are applied. AI is defined as a computer's ability to achieve human cognitive performance, which is accomplished through enabling computer "learning". This can be conducted in two ways, as machine learning and deep learning. Deep learning is a complex learning system involving the application of artificial neural networks, whose algorithms imitate the human form of learning. Upper gastrointestinal endoscopy allows examination of the esophagus, stomach and duodenum. In addition to the quality of endoscopic equipment and patient preparation, the performance of upper endoscopy depends on the experience and knowledge of the endoscopist. The application of artificial intelligence in endoscopy refers to computer-aided detection and the more complex computer-aided diagnosis. The application of AI in upper endoscopy is aimed at improving the detection of premalignant and malignant lesions, with special attention on the early detection of dysplasia in Barrett's esophagus, the early detection of esophageal and stomach cancer and the detection of H. pylori infection. Artificial intelligence reduces the workload of endoscopists, is not influenced by human factors and increases the diagnostic accuracy and quality of endoscopic methods.
Keyphrases
- artificial intelligence
- deep learning
- machine learning
- big data
- endothelial cells
- convolutional neural network
- small bowel
- induced pluripotent stem cells
- healthcare
- pluripotent stem cells
- loop mediated isothermal amplification
- neural network
- label free
- working memory
- papillary thyroid
- endoscopic submucosal dissection
- lymph node metastasis