AI Medical Compendium

cervical nuclei segmentation through synergic conditional generative adversarial network in cervical smear images.

Computational biology and chemistry Jan 20, 2026

Cervical nuclei segmentation is critical for the early detection and accurate diagnosis of cervical cancer. However, this task is challenging due to the presence of clumped nuclei and variations in texture, shape, and contrast. To address these chall... read more

Lightweight frameworks for real-time crack monitoring in civil infrastructure.

Ultrasonics Jan 20, 2026

Cracks in concrete buildings, pavements and bridges are important signs of structural deterioration and present serious concerns to integrity and safety. Tradionally, manual inspection has been in use to detect the cracks which is labour-intensive, s... read more

Recent advances in metal-organic framework-based nanozymes for cancer theranostics driven by synthetic innovation and machine learning design.

Colloids and surfaces. B, Biointerfaces Jan 20, 2026

Nanozymes are engineered nanomaterials designed at the atomic scale to fine-tune their structure, composition, and electronic properties, thereby creating active sites that mimic those of natural enzymes. Among these materials, Metal-organic framewor... read more

Development and validation of an Interpretable Machine learning model for Discriminating between benign and malignant breast cancer.

International journal of medical informatics Jan 20, 2026

OBJECTIVE: Breast cancer prognosis depends on early detection. We developed and externally validated a model using routine, readily available clinical and laboratory variables to discriminate malignant from benign breast lesions, aiming to reduce unn... read more

Search for active and inactive ion insertion sites in organic crystalline materials.

Chemical science Jan 20, 2026

The position of mobile active and inactive ions, specifically ion insertion sites, within organic crystals, significantly affects the properties of organic materials used for energy storage and ionic transport. Identifying the positions of these atom... read more

Artificial intelligence in emergency medicine: a narrative review.

The American journal of emergency medicine Jan 20, 2026

INTRODUCTION: Artificial intelligence (AI) is increasingly embedded in healthcare, with expanding applications in emergency medicine (EM). OBJECTIVE: This focused narrative review provides an overview of key applications, limitations, and future dire... read more

VHU-Net: Variational hadamard U-Net for body MRI bias field correction.

Medical image analysis Jan 20, 2026

Bias field artifacts in magnetic resonance imaging (MRI) scans introduce spatially smooth intensity inhomogeneities that degrade image quality and hinder downstream analysis. To address this challenge, we propose a novel variational Hadamard U-Net (V... read more

EPANET-Agentic: A multi-agent system for natural language-controlled simulations of water distribution networks.

Water research Jan 20, 2026

Water distribution networks (WDNs), a critical part of urban infrastructure, normally require numerous model simulations for effective planning and management. However, traditional WDN modelling requires complex workflows and specialized expertise. E... read more

Future risks of cyanobacterial blooms in lakes unveiled by open access data and integrated machine learning models.

Water research Jan 20, 2026

Future projections of cyanobacterial blooms is of great significance for ecological risks management in lakes under the combined influences of human activities and climate change. However, due to the lack of long-term data on cyanobacterial blooms an... read more

RWP: a robust watermarking plugin for attribution and protection in stable diffusion models.

Neural networks : the official journal of the International Neural Network Society Jan 20, 2026

Diffusion models have achieved remarkable success in content generation, driving the rapid development of various customized models. However, this progress also presents significant challenges in provenance tracking, including the misuse of black-box... read more

Artificial Intelligence Medical Compendium