Publications by authors named "TingQian Cao"
Introduction: Despite the rapid advancements in cardiovascular surgery in China, the prevalence of valvular heart disease (VHD) continues to rise, particularly among the elderly population. In the resource-constrained western regions, the lack of an integrated care management system significantly contributes to the burden of cardiovascular disease. Consequently, a comprehensive cohort data platform that encompasses the entire lifespan of patients with VHD is essential.
View Article and Find Full Text PDFEMR-LIP: A lightweight framework for standardizing the preprocessing of longitudinal irregular data in electronic medical records.
Comput Methods Programs Biomed
February 2025
Article Synopsis
- The study introduces the EMR-LIP framework, designed to standardize and optimize the preprocessing of complex Electronic Medical Records (EMRs) data for better clinical predictive modeling.
- EMR-LIP allows for a more detailed categorization of variables and tailor-made preprocessing techniques, demonstrating its effectiveness through analysis of two public EMR databases, MIMIC-IV and eICU-CRD.
- The results indicated that models using EMR-LIP preprocessing improved overall performance, achieving high accuracy rates in predicting in-hospital deaths and ensuring fairness across different ethnic groups.
Objective: The aim of this study was to develop a predictive model for uncorrected/actual fluid intelligence scores in 9-10 year old children using magnetic resonance T1-weighted imaging. Explore the predictive performance of an autoencoder model based on reconstruction regularization for fluid intelligence in adolescents.
Methods: We collected actual fluid intelligence scores and T1-weighted MRIs of 11,534 adolescents who completed baseline tasks from ABCD Data Release 3.
Background: Chronic aortic valve disease (AVD) is a prevalent age-related health issue. Current guidelines recommend transthoracic echocardiography as the method of detection. Early screening is crucial to decrease mortality caused by aortic valve disease.
View Article and Find Full Text PDF