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Using deep learning-based natural language processing to identify reasons for statin nonuse in patients with atherosclerotic cardiovascular disease

Sarraju, Coquet et al. utilise a natural language processing approach to identify reasons for statin nonuse in the health records of patients with atherosclerotic cardiovascular disease (ASCVD). Their approach identifies patient-level and clinician-level reasons for statin nonuse, with differences by ASCVD type and patient race/ethnicity.

Ashish Sarraju
Jean Coquet
Fatima Rodriguez
ResearchOpen Access15 Jul 2022
Communications Medicine

Volume: 2, P: 1-9
Atherosclerotic plaque stabilization and regression: a review of clinical evidence

In this Review, Sarraju and Nissen summarize the clinical trial evidence for coronary atherosclerotic plaque stabilization and regression with plasma LDL-cholesterol-lowering therapy and other treatments. Invasive and non-invasive imaging modalities used to assess plaque burden and composition are discussed.

Ashish Sarraju
Steven E. Nissen
Reviews04 Jan 2024
Nature Reviews Cardiology

Volume: 21, P: 487-497
Using large language models to assess public perceptions around glucagon-like peptide-1 receptor agonists on social media

Somani, Jain et al. evaluate public perceptions of glucagon-like peptide-1 receptor agonists with large language model-based analysis of social media posts. Sentiments were neutral-to-positive, and discussions included use in weight loss, side effects, and issues with access and supply.

Sulaiman Somani
Sneha S. Jain
Fatima Rodriguez
ResearchOpen Access10 Jul 2024
Communications Medicine

Volume: 4, P: 1-5
Trends in national and county-level Hispanic mortality in the United States, 2011–2020

Ashish Sarraju
Summer Ngo
Fatima Rodriguez
ResearchOpen Access12 Jul 2022
Scientific Reports

Volume: 12, P: 1-5
Personalizing cholesterol treatment recommendations for primary cardiovascular disease prevention

Ashish Sarraju
Andrew Ward
Fatima Rodriguez
ResearchOpen Access07 Jan 2022
Scientific Reports

Volume: 12, P: 1-9
Machine learning and atherosclerotic cardiovascular disease risk prediction in a multi-ethnic population

Andrew Ward
Ashish Sarraju
Fatima Rodriguez
ResearchOpen Access23 Sept 2020
npj Digital Medicine

Volume: 3, P: 1-7
Pandemic-proof recruitment and engagement in a fully decentralized trial in atrial fibrillation patients (DeTAP)

Ashish Sarraju
Clark Seninger
Rajesh Dash
ResearchOpen Access28 Jun 2022
npj Digital Medicine

Volume: 5, P: 1-7
Finding missed cases of familial hypercholesterolemia in health systems using machine learning

Juan M. Banda
Ashish Sarraju
Joshua W. Knowles
ResearchOpen Access11 Apr 2019
npj Digital Medicine

Volume: 2, P: 1-8

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