Explainable artificial intelligence in the early diagnosis of gastrointestinal disease

KS Lee, ES Kim - Diagnostics, 2022 - mdpi.com
… recent progress of explainable artificial intelligence for the early diagnosis of gastrointestinal
disease (GID… The search terms were “gastrointestinal” (title) together with “random forest” or ”…

Using deep learning and explainable artificial intelligence to assess the severity of gastroesophageal reflux disease according to the Los Angeles Classification …

Z Ge, B Wang, J Chang, Z Yu, Z Zhou… - … of Gastroenterology, 2023 - Taylor & Francis
… reflux disease (GERD) is a complex disease with a high … the LA-grade using explainable
artificial intelligence (XAI). … of global science and technology, artificial intelligence (AI) has been …

An explainable artificial intelligence system for diagnosing Helicobacter Pylori infection under endoscopy: a case–control study

M Zhang, J Pan, J Lin, M Xu, L Zhang… - … in gastroenterology, 2023 - journals.sagepub.com
… pylori) is the main risk factor for gastric cancer (GC), and changes in gastric mucosa … and
explainability are still a challenge. Herein, we constructed an explainable artificial intelligence

Localization and classification of gastrointestinal tract disorders using explainable AI from endoscopic images

M Nouman Noor, M Nazir, SA Khan, I Ashraf… - Applied Sciences, 2023 - mdpi.com
… of GI diseases from endoscopic images with the help of an encoder–decoder-based model,
XceptionNet, and explainable artificial intelligence (AI). Data … We explain this improvement in …

Explainable AI for gastrointestinal disease diagnosis in telesurgery Healthcare 4.0

M Patel, K Gohil, A Gohil, F Ramoliya, R Gupta… - Computers and …, 2024 - Elsevier
… 4.0, the integration of Explainable Artificial Intelligence (X-AI) … gastrointestinal disease
detection. We introduce TeleXGI, a sophisticated model leveraging Convolutional Neural Network (…

Development of an ensemble CNN model with explainable AI for the classification of gastrointestinal cancer

MM Auzine, M Heenaye-Mamode Khan, S Baichoo… - Plos one, 2024 - journals.plos.org
… In this respect, explainable artificial intelligence (XAI) has emerged to provide explanations
for model predictions, thereby overcoming the computational black box problem associated …

Explainable AI-driven model for gastrointestinal cancer classification

F Binzagr - Frontiers in Medicine, 2024 - frontiersin.org
… In this instance, the advent of Explainable Artificial Intelligence (XAI), which offers explanations
for prediction models, solves the AI black box issue. The SHapley Additive exPlanations (…

Explainable artificial intelligence incorporated with domain knowledge diagnosing early gastric neoplasms under white light endoscopy

Z Dong, J Wang, Y Li, Y Deng, W Zhou, X Zeng… - NPJ Digital …, 2023 - nature.com
… Previous artificial intelligence (AI) systems were primarily unexplainable, affecting their …
We aimed to develop an explainable AI named ENDOANGEL-ED (explainable diagnosis) to …

Quantitative and explainable artificial intelligence (AI)-powered approaches to predict ulcerative colitis disease activity from hematoxylin and eosin (H&E)-stained …

K Sucipto, A Khosla, M Drage, Y Wang… - … Bowel Diseases, 2023 - academic.oup.com
disease involving any section of the gastrointestinal (GI) tract. Metastatic Crohn’s Disease
(… cutaneous granulomatous lesions non-adjacent to the GI tract. We present a case of suppu…

[HTML][HTML] The enlightening role of explainable artificial intelligence in medical & healthcare domains: A systematic literature review

S Ali, F Akhlaq, AS Imran, Z Kastrati… - Computers in Biology …, 2023 - Elsevier
… is doing, but we cannot explain how it is doing that. To address the concerns about the opacity
of AI algorithms, a new field called Explainable Artificial Intelligence (XAI) has emerged. It …