AI Medical Compendium

An interpretable machine learning model integrating clinical and CT radiomic features for the detection of interstitial lung disease in idiopathic inflammatory myopathies.

Arthritis research & therapy Mar 5, 2026

Machine Learning-Based Classification and Dynamic Analysis of Tear Film Lipid Layer Using Smartphone-Based Interferometry: A Pilot Study.

Eye & contact lens Mar 5, 2026

OBJECTIVES: To develop and validate a machine learning (ML) model for classifying tear film lipid layer (TFLL) patterns from self-acquired smartphone-based interferometer (SBI) images and evaluate its applicability to dynamic TFLL monitoring outside ... read more

Integrating multimodal intelligence in heart failure: AI-driven risk prediction, precision diagnosis, phenotyping, personalized treatment, and prognosis.

Chinese medical journal Mar 5, 2026

Heart failure (HF) is a chronic condition characterized by high morbidity and mortality worldwide, imposing a substantial burden on healthcare systems. In recent years, artificial intelligence (AI) technologies, including machine learning, deep learn... read more

Dynamic coactivation patterns during repetitive negative thinking: A cross-sectional fMRI study.

Psychological medicine Mar 5, 2026

BACKGROUND: Repetitive negative thinking (RNT) and neuroticism are risk factors for internalizing psychopathology. However, their interaction has only been investigated at the self-report level, and studies elucidating their interrelationship at the ... read more

Screening of Respiratory Toxicity of Environmental Compounds Based on Multimodal Feature Fusion Model.

Environmental science & technology Mar 5, 2026

The respiratory system constitutes the primary interface between the human body and the external environment, demonstrating particular vulnerability to chemical toxicants through diverse exposure routes. Current regulatory frameworks face significant... read more

Machine Learning-Enhanced Feature Engineering for High-Fidelity Quasi-Isentropic Waveform Prediction under Data Sparsity Constraints.

ACS applied materials & interfaces Mar 5, 2026

The quasi-isentropic loading method based on multidimensional gradient structures plays a critical role in acquiring dynamic physical parameters and significantly enhances the service safety of materials. This study proposes a physics-guided machine ... read more

High MAP3K6 Expression in Spinal Cord Injury Tissues Enhances Neuronal Apoptosis: Insights from Multi-Omics Data Integrating WGCNA, Machine Learning, and Experimental Validation.

The International journal of neuroscience Mar 5, 2026

Spinal cord injury (SCI) is a major global health issue with severe complications, yet effective biomarkers remain elusive. We analyzed the GSE226238 dataset from the GEO database and identified 4,621 differentially expressed genes (DEGs) between SCI... read more

Bioinspired Keratin-Based Eutectic Hydrogels for Intelligent Health Monitoring and Photothermal Therapy.

ACS applied materials & interfaces Mar 5, 2026

The development of epidermal sensors that integrate high mechanical strength, excellent sensing performance, self-healing capability, and monitoring and therapeutic functions into conductive hydrogels remains a major challenge. In response to this ch... read more

Multi-Energy Spectroscopic Fusion and Targeted Feature Engineering for Accurate Coal Carbon Quantification.

Analytical chemistry Mar 5, 2026

Coal combustion is a major source of CO2 emissions, making accurate carbon quantification essential for emission assessment and mitigation. This study proposes a trimodal fusion prediction system for carbon estimation, which integrates multienergy la... read more

Pseudohypoxia and Family History Are Key Predictors of Severe Outcomes in Hereditary Pheochromocytoma and Paraganglioma Syndromes.

European journal of endocrinology Mar 5, 2026

OBJECTIVE: Pheochromocytoma and paraganglioma (PPGL) have high genetic predisposition rates. In this multicenter study, we aimed to identify risk-modulating factors for disease development and aggressiveness in patients carrying pathogenic variants (... read more

Artificial Intelligence Medical Compendium