Aerospace Center Hospital

Automated CT segmentation of diffuse pseudomyxoma peritonei lesions using a hybrid deep learning model

Abstract Purpose To develop and externally validate DATUnet—a hybrid deep learning framework integrating DenseBlock encoding, atrous spatial pyramid pooling (ASPP), and a lightweight Transformer bottleneck—for automated segmentation of diffuse pseudomyxoma peritonei (PMP) lesions...

Accuracy assessment of Chinese large language models in psoriasis management: a multicenter expert evaluation study

Psoriasis patients in China face severe barriers to disease knowledge acquisition and limited access to medical resources, creating an urgent demand for reliable, evidence-based patient education tools. This multicenter expert evaluation study aimed to systematically assess the q...

The association between personal hygiene and mental health, and the modifying roles of the universal health coverage index in children and adolescents: a comparative analysis from multiple countries

Background: Personal hygiene and mental health are both core determinants of adolescent well-being, yet their interplay and the modifying role of national health system coverage remain largely unexplored in cross-national populations. Therefore, we aimed to investigate associatio...

A multi-database machine learning approach to predict depression and frailty in elderly populations with chronic conditions

Depression and frailty frequently co-occur in older adults with chronic disease, significantly impairing physical and psychological health; however, their bidirectional association remains unclear. Data from four large population-based cohorts—CHARLS, HRS, KLOSA, and SHARE—were c...