AI Medical Compendium

MetaFX: feature extraction from whole-genome metagenomic sequencing data.

Bioinformatics (Oxford, England) Jan 20, 2026

MOTIVATION: Microbial communities consist of thousands of microorganisms and viruses and have a tight connection with an environment, such as gut microbiota modulation of host body metabolism. However, the direct relationship between the presence of ... read more

Geometry-Enhanced Multiscale Joint Representation Learning for Drug-Target Interaction Prediction.

Journal of chemical information and modeling Jan 20, 2026

Drug-target interactions (DTIs) are the basis of the therapeutic effect of drugs, whose accurate prediction helps reduce the cost and time of experimental screening in drug development process. Present methods for DTIs prediction often focus on the s... read more

Chemiresistive Gas Sensors: Materials, Mechanisms, and Applications on the Road to Intelligence and Multifunctionality.

Small (Weinheim an der Bergstrasse, Germany) Jan 20, 2026

Advances in chemiresistive gas sensors (CGSs) are driving their evolution toward multifunctionality and intelligence. Nevertheless, it remains crucial to track the latest developments and clarify the key contributions of materials and structural engi... read more

Cross-Supervision Similarity Network for Medical Image Classification on Imbalanced Small Datasets.

IEEE transactions on medical imaging Jan 20, 2026

Imbalanced small datasets are common scenarios in the field of machine learning for medical imaging, especially in real-world clinical applications. Many existing works focus on synthesize new images via data generation. However, generative methods c... read more

Self-Supervised Speech Representations for Sleep Apnea Severity Prediction.

IEEE transactions on bio-medical engineering Jan 20, 2026

OBJECTIVE: Obstructive sleep apnea (OSA) is a prevalent yet underdiagnosed condition characterized by repetitive upper airway obstruction during sleep. Current gold standard diagnostic standards rely on polysomnography (PSG), which is resource-intens... read more

uPVC-Net: A Universal Premature Ventricular Contraction Detection Deep Learning Algorithm.

IEEE transactions on bio-medical engineering Jan 20, 2026

INTRODUCTION: Premature Ventricular Contractions (PVCs) are common cardiac arrhythmias originating from the ventricles. Accurate detection remains challenging due to variability in electrocardiogram (ECG) waveforms caused by differences in lead place... read more

Deep_TPPred: Improved prediction of protein toxicity using feature fusion and hybrid neural network approach.

IEEE transactions on computational biology and bioinformatics Jan 20, 2026

Protein toxicity prediction is crucial for drug discovery, safety assessment, and toxicological research. This study introduces $\mathrm{Deep\_{T}PPred}$, a novel hybrid deep learning (DL) model that integrates Convolutional Neural Networks (CNN) and... read more

Subphenotype Identification for Sepsis-Associated Acute Kidney Injury Using Graph Bidirectional Mamba Networks.

IEEE journal of biomedical and health informatics Jan 20, 2026

Sepsis-associated acute kidney injury (SA-AKI) is a heterogeneous clinical syndrome and a leading cause of mortality in intensive care units (ICUs). Identifying subphenotypes of SA-AKI can improve treatment precision, enabling more targeted clinical ... read more

Robot steering-angle prediction lightweight network based non-local attention and lane guidance.

PloS one Jan 20, 2026

Predicting the steering angle of robots is a core challenge in autonomous navigation. This paper proposes a novel end-to-end prediction network that integrates non-local attention and lane line guidance mechanisms to significantly reduce computationa... read more

Humans Neural Networks, Computer Algorithms Robotics Attention

Prediction of myeloid malignant cells in Fanconi anemia using machine learning.