Applications of Artificial Intelligence in Gastrointestinal Diseases
A special issue of Diagnostics (ISSN 2075-4418). This special issue belongs to the section "Machine Learning and Artificial Intelligence in Diagnostics".
Deadline for manuscript submissions: 31 December 2024 | Viewed by 81
Special Issue Editors
Interests: mechanistic and machine learning models in healthcare; decision support systems for personalized medicine and public health
Interests: system dynamics, time series analysis, machine, manifold and deep learning applications for medical diagnosis and public health
Special Issue Information
Dear Colleagues,
In recent years, significant progress in gastroenterology has been fueled by the integration of artificial intelligence (AI) technologies. From AI-powered diagnosis and prognosis to personalized treatment, AI holds significant potential in revolutionizing the screening, diagnosis, management, and prevention of gastrointestinal diseases.
This Special Issue aims to explore the latest developments, challenges, and opportunities in relevant AI applications, including the integration of multiple heterogeneous data sources such as multi-omics; the identification of complex patterns and interactions among multiple biomarkers; the exploration of causal inference and intricate relationships between multiple factors and health outcomes; the provision of deeper insights into the disease through explainable AI; and the prediction of the risk of disease manifestation or relapse.
We invite experts to contribute original research articles, reviews, and perspectives on various aspects of AI applications in gastrointestinal diseases. The scope of interest for this Special Issue includes, but is not limited to, the following:
- AI-driven diagnostic tools for the early detection of gastrointestinal conditions;
- Non- or minimally invasive screening methodologies;
- Machine learning algorithms for predicting disease progression and treatment outcomes;
- Comparative effectiveness research using AI to evaluate different diagnostic and therapeutic approaches in gastrointestinal disease;
- AI applications incorporating the gut microbiome and gut–brain axis for the assessment and management of functional gastrointestinal disease;
- AI-powered exposomics and management of gastrointestinal diseases;
- Explainable AI in gastrointestinal pathology;
- Virtual reality and augmented reality applications in gastrointestinal endoscopy and training;
- Ethical considerations and challenges in the integration of AI into gastroenterology clinical practice;
We look forward to receiving your valuable contributions.
Dr. Dimitra D. Dionysiou
Dr. Ioannis Gallos
Guest Editors
Manuscript Submission Information
Manuscripts should be submitted online at mdpi.longhoe.net by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.
Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Diagnostics is an international peer-reviewed open access semimonthly journal published by MDPI.
Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.
Keywords
- gastrointestinal disease
- artificial intelligence
- biomarkers
- screening/diagnosis
- personalized medicine
- treatment outcome
- pathogenesis
- risk management
