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Heterogeneity in diagnosis and prognosis of ischaemic stroke subtypes: 9-year follow-up of 22000 cases in Chinese adults
CONCLUSIONS: This study highlighted substantial heterogeneity in prognosis of IS subtypes and utility of ML approaches for classification of IS cases with incomplete clinical investigations.PMID:36847304 | DOI:10.1177/17474930231162265
Source: Atherosclerosis - February 27, 2023 Category: Cardiology Authors: Matthew Chun Haiqiang Qin Iain Turnbull Sam Sansome Simon Gilbert Alex Hacker Neil Wright Tingting Zhu David Clifton Derrick Bennett Yu Guo Pei Pei Jun Lv Canqing Yu Ling Yang Liming Li Yan Lu Zhengming Chen Ben Cairns Yiping Chen Robert Clarke Source Type: research

Multi ‐modality machine learning approach for risk stratification in heart failure with left ventricular ejection fraction ≤ 45%
ConclusionsMulti ‐modality assessment is important for risk stratification in HF. A machine learning approach provides additional value for improving outcome prediction.
Source: ESC Heart Failure - October 23, 2020 Category: Cardiology Authors: Gary Tse, Jiandong Zhou, Samuel Won Dong Woo, Ching Ho Ko, Rachel Wing Chuen Lai, Tong Liu, Yingzhi Liu, Keith Sai Kit Leung, Andrew Li, Sharen Lee, Ka Hou Christien Li, Ishan Lakhani, Qingpeng Zhang Tags: Original Research Article Source Type: research

Development and validation of explainable machine-learning models for carotid atherosclerosis early screening
CONCLUSIONS: The ML models developed could provide good performance for CAS identification using routine health check-up indicators and could hopefully be applied in scenarios without ethnic and geographic heterogeneity for CAS prevention.PMID:37246225 | DOI:10.1186/s12967-023-04093-8
Source: Atherosclerosis - May 28, 2023 Category: Cardiology Authors: Ke Yun Tao He Shi Zhen Meihui Quan Xiaotao Yang Dongliang Man Shuang Zhang Wei Wang Xiaoxu Han Source Type: research

Association of brain microbleeds with risk factors, cognition, and MRI markers in MESA
DISCUSSION: Results suggest differing associations for lobar versus deep locations. Sensitive microbleed quantification will facilitate future longitudinal studies of their potential role as an early indicator of vascular pathology.PMID:37289978 | DOI:10.1002/alz.13346
Source: Atherosclerosis - June 8, 2023 Category: Cardiology Authors: Paul N Jensen Tanweer Rashid Jeffrey B Ware Yuhan Cui Colleen M Sitlani Thomas R Austin W T Longstreth Alain G Bertoni Elizabeth Mamourian R Nick Bryan Ilya M Nasrallah Mohamad Habes Susan R Heckbert Source Type: research