Related Experiment Video
Updated: Feb 19, 2026

Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
Classification Rule for 5-year Cardiovascular Diseases Risk using decision tree in Primary Care Chinese Patients with
Eric Yuk Fai Wan1, Daniel Yee Tak Fong2, Colman Siu Cheung Fung1
1Department of Family Medicine and Primary Care, the University of Hong Kong, 3/F Ap Lei Chau Clinic, 161 Main Street, Ap Lei Chau, Hong Kong, China.
Abstract:
Cardiovascular disease(CVD) is the leading cause of mortality among patients with type 2 diabetes mellitus(T2DM), and a risk classification model for CVD among primary care diabetic patients is pivotal for risk-based interventions and patient information. This study developed a simple tool for a 5-year CVD risk prediction for primary care Chinese patients with T2DM. A retrospective cohort study was conducted on 137,935 primary care Chinese T2DM patients aged 18-79 years without history of CVD between 1 January 2010 and 31 December 2010. New events of CVD of the cohort over a median follow up of 5 years were extracted from the medical records. A classification rule of 5-year CVD risk was obtained from the derivation cohort and validated in the validation cohort. Significant risk factors included in decision tree were age, gender, smoking status, diagnosis duration, obesity, unsatisfactory control on haemoglobin A1c and cholesterol, albuminuria and stage of chronic kidney disease, which categorized patients into five 5-year CVD risk groups(<5%; 5-9%; 10-14%; 15-19% and ≥20%). Taking the group with the lowest CVD risk, the hazard ratios varied from 1.92(1.77,2.08) to 8.46(7.75,9.24). The present prediction model performed comparable discrimination and better calibration from the plot compared to other current existing models.
More Related Videos
Related Concept Videos
Coronary Artery Disease IV: Preventive Measures
Coronary Artery Disease I: Introduction
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Cardiovascular Drugs: Classification based on Therapeutic Indications
Survival Tree
Building a Survival Tree
Constructing a...
Heart Failure IV: Classification and Diagnostic Evaluation

