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← brief for 2026-10-24 · Slowing decline

Machine learning based predictive model for cardiovascular disease mortality risk in patients with stage 4 cardiovascular–kidney–metabolic syndrome

Article C Peer reviewed Observational

Key takeaways

This study used computer models to predict heart disease risk in 2,893 patients. It found that the model could identify who was at higher risk. This is an observational study, so it shows a link, not proof of cause.

Who did this work

Pengyu Zhang (Tongde Hospital of Zhejiang Province) · Sining Wang (Tongde Hospital of Zhejiang Province) · He Yang (Harbin Medical University) · Yixin He (Harbin Medical University) · Zhihui Xu (Shenyang 242 Hospital) · Taijin Wu (Hainan Medical University) · Zhouyu Su (Hainan Medical University) · WEIZHE DENG · Qiang Zhang (Zhejiang Chinese Medical University)

Source

Article · OpenAlex, CKD works · 2026-10-23
https://doi.org/10.1097/md.0000000000051266