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Alzheimer's disease risk prediction using machine learning for survival analysis with a comorbidity-based approach.
Scientific reports
Aug 6, 2025
Alzheimer's disease (AD) presents a pressing global health challenge, demanding improved strategies for early detection and understanding its progression. In this study, we address this need by employing survival analysis techniques to predict transi...
Chronological age estimation from human microbiomes with transformer-based Robust Principal Component Analysis.
Communications biology
Aug 6, 2025
Deep learning for microbiome analysis has shown potential for understanding microbial communities and human phenotypes. Here, we propose an approach, Transformer-based Robust Principal Component Analysis(TRPCA), which leverages the strengths of trans...
Non-invasive acoustic classification of adult asthma using an XGBoost model with vocal biomarkers.
Scientific reports
Aug 6, 2025
Traditional diagnostic methods for asthma, a widespread chronic respiratory illness, are often limited by factors such as patient cooperation with spirometry. Non-invasive acoustic analysis using machine learning offers a promising alternative for ob...
Contrastive representation learning with transformers for robust auditory EEG decoding.
Scientific reports
Aug 6, 2025
Decoding of continuous speech from electroencephalography (EEG) presents a promising avenue for understanding neural mechanisms of auditory processing and developing applications in hearing diagnostics. Recent advances in deep learning have improved ...
Predict the writer's trait emotional intelligence from reproduced calligraphy.
Scientific reports
Aug 6, 2025
Trait emotional intelligence (EI) describes an individual's ability to control their emotions. In Chinese calligraphy, there is a saying that "the character reflects the person." This raises a hypothesis: is it possible to predict a writer's trait EI...
Generative Artificial Intelligence in Primary Care: Qualitative Study of UK General Practitioners' Views.
Journal of medical Internet research
Aug 6, 2025
BACKGROUND: The potential for generative artificial intelligence (GenAI) to assist with clinical tasks is the subject of ongoing debate within biomedical informatics and related fields.
A Machine Learning-Based Prognostication Model Enhances Prediction of Early Hepatic Encephalopathy in Patients With Noncancer-Related Cirrhosis: Multicenter Longitudinal Cohort Study in Taiwan.
JMIR medical informatics
Aug 6, 2025
BACKGROUND: Hepatic encephalopathy (HE) contributes significantly to mortality among patients with liver cirrhosis. Early prediction of HE is essential for clinical decision-making, yet remains challenging-particularly in noncancer-related cirrhosis ...
Classifying Patient Complaints Using Artificial Intelligence-Powered Large Language Models: Cross-Sectional Study.
Journal of medical Internet research
Aug 6, 2025
BACKGROUND: Patient complaints provide valuable insights into the performance of health care systems, highlighting potential risks not apparent to staff. Patient complaints can drive systemic changes that enhance patient safety. However, manual categ...
Predictive Modeling of Osteonecrosis of the Femoral Head Progression Using MobileNetV3_Large and Long Short-Term Memory Network: Novel Approach.
JMIR medical informatics
Aug 6, 2025
BACKGROUND: The assessment of osteonecrosis of the femoral head (ONFH) often presents challenges in accuracy and efficiency. Traditional methods rely on imaging studies and clinical judgment, prompting the need for advanced approaches. This study aim...
Circulating epigenetic signatures classifying brain insulin resistance in humans.
Science translational medicine
Aug 6, 2025
Brain insulin action plays an important role in metabolic and cognitive health, but there is no biomarker available to assess brain insulin resistance in humans. Here, we developed a machine learning framework based on blood DNA methylation profiles ...
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