AI Medical Compendium

Self-supervised exceptional prototypical network for few-shot grading of gastric intestinal metaplasia.

Neural networks : the official journal of the International Neural Network Society Jan 10, 2026

Automatic grading of Gastric Intestinal Metaplasia (GIM) is valuable in assisting the diagnosis of early gastric cancer. Recently, prototypical networks are served as a effective method for medical image processing in few-shot scenarios. However, exi... read more

Linking hypolimnion to epilimnion in a stratified arctic lake: Machine learning-based estimation of hypolimnetic water quality from epilimnetic measurements.

Water research Jan 10, 2026

Understanding water quality in the deeper layers of stratified lakes is critical, as these zones govern ecosystem stability and biodiversity health. The hypolimnion, the bottommost layer of a stratified lake, is characterized by limited vertical circ... read more

An Ensemble Learning Artificial Intelligence Model for Alzheimer's Disease Detection Using OCT.

Ophthalmology science Jan 10, 2026

PURPOSE: There has been significant progress in detecting Alzheimer's disease (AD) using retinal imaging. We developed an ensemble learning-based deep learning (DL) model, integrating different inputs from OCT for the detection of AD-dementia and ear... read more

Ethical Considerations for the Use of Artificial Intelligence Tools in Surgery.

Clinics in colon and rectal surgery Jan 10, 2026

Artificial intelligence (AI) is rapidly transforming surgical care, offering unprecedented capabilities in diagnostics, planning, and intraoperative guidance. However, its integration into clinical practice raises complex ethical challenges that must... read more

Unlocking the potential of Artificial Intelligence: A guideline for deployment.

Physiotherapy Jan 10, 2026

The rapid development of Artificial Intelligence technology and digital tools is becoming pivotal to advancing healthcare. AI technology has demonstrated significant capabilities as a clinical decision support tool, extracting actionable data from fr... read more

Artificial Intelligence as the Ultimate Operative Assistant.

Clinics in colon and rectal surgery Jan 9, 2026

Artificial intelligence (AI) is poised to become transformational in many aspects of modern society and has attracted significant interest within the field of medicine. This review outlines the foundational components of modern AI such as including m... read more

Artificial Intelligence to Improve Patient-Physician Communication in Surgery.

Clinics in colon and rectal surgery Jan 9, 2026

Effective patient-physician communication is a cornerstone of surgical care, yet increasing clinical complexity and time constraints often limit opportunities for shared decision-making. Artificial intelligence (AI) is emerging as a tool to supplemen... read more

Transforming evidence synthesis: A systematic review of the evolution of automated meta-analysis in the age of AI.

Research synthesis methods Jan 9, 2026

Exponential growth in scientific literature has heightened the demand for efficient evidence-based synthesis, driving the rise of the field of automated meta-analysis (AMA) powered by natural language processing and machine learning. This PRISMA syst... read more

Designing Soft Arms with Octopus-Like Dexterity: Insights from Magnetic Resonance Imaging and Finite Element Analysis.

Soft robotics Jan 9, 2026

Octopuses are capable of remarkably intricate movements without a skeletal framework, making them a compelling model for the design of soft robotic arms. While previous research has explored the bending, elongation, and shortening of octopus arms, th... read more

Attention-driven complementary information fusion network for sparse photoacoustic image reconstruction.

Photoacoustics Jan 9, 2026

Photoacoustic tomography (PAT) is an emerging biomedical imaging modality that uniquely combines high spatial resolution with deep tissue penetration in a non-invasive manner, holding significant promise for diverse applications. However, image recon... read more

Artificial Intelligence Medical Compendium