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Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs

Oct 17, 2022 | THE LANCET Digital Health

THE LANCET Digital Health, May 2021  Background Coronary artery calcium (CAC) score is a clinically validated marker of cardiovascular disease risk. We developed and validated a novel cardiovascular risk stratification system based on deep-learning-predicted CAC from...

Prediction of systemic biomarkers from retinal photographs: development and validation of deep-learning algorithms

Oct 17, 2022 | THE LANCET Digital Health

THE LANCET Digital Health, October 2020 Background The application of deep learning to retinal photographs has yielded promising results in predicting age, sex, blood pressure, and hematological parameters. However, the broader applicability of retinal...

Reporting on deep learning algorithms in health care

Oct 17, 2022 | THE LANCET Digital Health

THE LANCET Digital Health, November 2019 Presentation of statistical metrics has been described previously in clinical research, epidemiology, and machine learning; however, in-depth discussion of the field of deep learning is scarce. Deep learning using convolutional...

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