Estimation and Conformity Evaluation of Multi-Class Counterfactual Explanations for Chronic Disease Prevention

Information Science, Artificial Intelligence, Medicine, Respiratory System, Environmental and Public Health, Cardiovascular System,
chronic disease prevention   counterfactual explanations   conformal predictions   explainable AI   cardiovascular risk   feature selection  

1. Academic Background and Research Motivation In recent years, Artificial Intelligence (AI) has made tremendous progress in healthcare. From initial uses in assisted diagnosis and risk prediction to the recommendation of personalized intervention plans, AI has become a critical tool for improving the quality and efficiency of medical services. How...

Sex Differences in the Risk of Stroke Associated with Traditional and Non-Traditional Factors in a US Cohort of People with HIV Infection

Medicine, Infectious Diseases, Neurology, Cardiovascular System,
HIV   stroke   sex differences   cardiovascular risk   lifestyle factors   HIV viremia  

Study on Gender Differences and Stroke Risk Among HIV-Infected Individuals Background Individuals with HIV infection may face a higher risk of stroke, particularly women. However, understanding of whether the influence of various factors on cerebrovascular risk in this population differs by gender and whether these differences contribute to variati...