From Data to Insights: How Is AI Revolutionizing Small-Bowel Endoscopy?

Data de publicação:

Autores da FMUP

  • Manuel Guilherme Gonçalves Macedo

    Autor

Participantes de fora da FMUP

  • Mota, Joana
  • Almeida, Maria Joao
  • Mendes, Francisco
  • Martins, Miguel
  • Ribeiro, Tiago
  • Afonso, Joao
  • Cardoso, Pedro
  • Cardoso, Helder
  • Andrade, Patricia
  • Ferreira, Joao
  • Mascarenhas, Miguel

Unidades de investigação

Abstract

The role of capsule endoscopy and enteroscopy in managing various small-bowel pathologies is well-established. However, their broader application has been hampered mainly by their lengthy reading times. As a result, there is a growing interest in employing artificial intelligence (AI) in these diagnostic and therapeutic procedures, driven by the prospect of overcoming some major limitations and enhancing healthcare efficiency, while maintaining high accuracy levels. In the past two decades, the applicability of AI to gastroenterology has been increasing, mainly because of the strong imaging component. Nowadays, there are a multitude of studies using AI, specifically using convolutional neural networks, that prove the potential applications of AI to these endoscopic techniques, achieving remarkable results. These findings suggest that there is ample opportunity for AI to expand its presence in the management of gastroenterology diseases and, in the future, catalyze a game-changing transformation in clinical activities. This review provides an overview of the current state-of-the-art of AI in the scope of small-bowel study, with a particular focus on capsule endoscopy and enteroscopy.

Dados da publicação

ISSN/ISSNe:
2075-4418, 2075-4418

Diagnostics  MDPI AG

Tipo:
Review
Páginas:
-
Link para outro recurso:
www.scopus.com

Citações Recebidas na Scopus: 2

Documentos

  • Não há documentos

Métricas

Filiações mostrar / ocultar

Keywords

  • artificial intelligence; convolutional neural network; deep learning; small bowel; capsule endoscopy; device-assisted enteroscopy

Proyectos asociados

The contribution of endoscopic ultrasound and biomarkers in the management of pancreatic adenocarcinoma and its precursor lesions.

Investigador Principal: Manuel Guilherme Gonçalves Macedo

Estudo Clínico Académico . 2023

Noninvasive serum biomarkers of portal hypertension in liver cirrhosis

Investigador Principal: Manuel Guilherme Gonçalves Macedo

Estudo Clínico Académico . 2023

Otimização do rendimento da colangiopancreatografia retrógrada endoscópica na avaliação das estenoses pancreato-biliares indeterminadas

Investigador Principal: Manuel Guilherme Gonçalves Macedo

Estudo Clínico Académico . 2023

Endoscopic Treatment Of Upper Gastrointestinal Postsurgical Leaks

Investigador Principal: Manuel Guilherme Gonçalves Macedo

Estudo Clínico Académico . 2023

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