Use of Multi-Modal Data and Machine Learning to Improve Cardiovascular Disease Care

Facilitating harmonized data quality assessments. A data quality framework for observational health research data collections with software implementations in R

(2021) Carsten Oliver Schmidt et al.   BMC Medical Research Methodology

Advances in Data Preprocessing for Biomedical Data Fusion: An Overview of the Methods, Challenges, and Prospects

(2021) Shuihua Wang et al.   Information Fusion

Unsupervised Learning for Automated Detection of Coronary Artery Disease Subgroups

(2021) Alyssa M. Flores et al.   Journal of the American Heart Association

State‐of‐the‐Art Machine Learning Techniques Aiming to Improve Patient Outcomes Pertaining to the Cardiovascular System

(2020) Rahul Kumar Sevakula et al.   Journal of the American Heart Association

A Survey on Deep Learning for Multimodal Data Fusion

(2020) Jing Gao et al.   NEURAL COMPUTATION

Detection of coronary artery disease using multi-modal feature fusion and hybrid feature selection

(2020) Huan Zhang et al.   PHYSIOLOGICAL MEASUREMENT

Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation

(2020) Yu-Dong Zhang et al.   Information Fusion

Global Burden of Cardiovascular Diseases and Risk Factors, 1990–2019

(2020) Gregory A. Roth et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Multimodal fusion with deep neural networks for leveraging CT imaging and electronic health record: a case-study in pulmonary embolism detection

(2020) Shih-Cheng Huang et al.   Scientific Reports

Learning from Longitudinal Data in Electronic Health Record and Genetic Data to Improve Cardiovascular Event Prediction

(2019) Juan Zhao et al.   Scientific Reports

The “All of Us” Research Program

(2019)   NEW ENGLAND JOURNAL OF MEDICINE

Multimodality imaging predictors of sudden cardiac death

(2019) Fancesco Bandera et al.   HEART FAILURE REVIEWS

The UK Biobank resource with deep phenotyping and genomic data

(2018) Clare Bycroft et al.   NATURE

Million Veteran Program: A mega-biobank to study genetic influences on health and disease

(2016) John Michael Gaziano et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Systematic review of the clinical effectiveness and cost-effectiveness of 64-slice or higher computed tomography angiography as an alternative to invasive coronary angiography in the investigation of coronary artery disease

(2014) G Mowatt et al.   HEALTH TECHNOLOGY ASSESSMENT

2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk

(2013) David C. Goff et al.   CIRCULATION