AI Medical Compendium

Training an AI Chatbot to Manage Health in Underserved Populations: Methodological Approach.

JMIR AI Apr 1, 2026

BACKGROUND: Health disparities such as morbidity and mortality among childbearing women remain high in the United States, especially among those with risks associated with criminal legal system involvement. These underserved women are often managed t... read more

Performance of Large Language Models vs Conventional Machine Learning for Predicting Clinical Outcomes With Limited Data: Comparative Study.

JMIR AI Apr 1, 2026

BACKGROUND: Machine learning (ML) can be used to predict clinical outcomes. Training predictive models typically requires data for hundreds or thousands of patients. Lowering this requirement to a few tens of patients would enable new applications in... read more

DiffPC: Diffusion-Based Projector Photometric Compensation.

IEEE transactions on visualization and computer graphics Apr 1, 2026

Projector photometric compensation corrects color distortions introduced by surface texture, reflection, and ambient lighting. Existing deep learning-based methods usually require professional scene-specific data collection and lack consideration for... read more

Tuning Immersion and Performance with Adaptive Generative Music in VR.

IEEE transactions on visualization and computer graphics Apr 1, 2026

Music in virtual environments has long been treated as a temporal evolving element, enhancing atmosphere and game pace but rarely considered as a performance adaptive element. Recent advances in artificial intelligence (AI) and procedural audio make ... read more

Sonogenetics for Precision Medicine: A Focus on Immunoengineering and Genome Engineering.

IEEE reviews in biomedical engineering Apr 1, 2026

Ultrasound can penetrate centimetres of soft tissue, focus energy with millimetre precision, and operate safely under real-time image guidance. Leveraging these advantages, sonogenetics combines therapeutic ultrasound with genetic, cellular, and mole... read more

A BiLSTM-Based Framework for Sleep Spindle and K-complex Detection with Enhanced Segment-Level Learning.

IEEE transactions on bio-medical engineering Apr 1, 2026

Sleep spindles and K-complexes in electroencephalo gram (EEG) signals are brief yet physiologically essential signatures of the sleeping brain, supporting memory consolidation, arousal regulation, and neurological assessment. However, existing detect... read more

Rethinking Skeleton-based Action Recognition from Action-class Prediction Distribution Perspective.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society Apr 1, 2026

Action recognition has long been a fundamental and compelling problem in the field of computer vision. However, one aspect that has been overlooked so far is that current action recognition approaches often produce an unfavourable multi-peaked distri... read more

FLASH: Energy-Efficient FPGA Acceleration via Linear Approximation and Streamlined Two-Stage Pipeline Architectures for Quantized CNN-Transformer Hybrid Networks.

IEEE transactions on neural networks and learning systems Apr 1, 2026

Hybrid Vision Transformers (HybridViTs), which integrate convolutional neural networks (CNNs) with Transformer blocks, offer both local and global feature extraction capabilities, achieving high performance across a range of computer vision tasks. Ho... read more

A comparative approach on classification of medical condition drug reviews using multiple traditional and neural network-based models.

Computer methods in biomechanics and biomedical engineering Apr 1, 2026

This paper uses national language processing techniques to perform sentiment analysis, classifying user-written drug reviews for pain, depression, and birth control. Six machine learning (ML)-based models are employed for analysis, including neural n... read more

The Patient Monitoring Roundtable as Catalyst for Health Care Innovation: Case Study.

Journal of participatory medicine Apr 1, 2026

BACKGROUND: In the field of patient monitoring, there often remains a gap between clinical needs and the monitoring technologies available from industry. To conquer this, the Patient Monitoring Roundtable (PMRT) live event series offers a sustainable... read more

Artificial Intelligence Medical Compendium