52 citations · 68 across the 6 of their papers we have counts for
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cs.LG2021★ 52 cited
Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG Modeling
Nathaniel Diamant, Erik Reinertsen, Steven Song +3
Supervised machine learning applications in health care are often limited due to a scarcity of labeled training data. To mitigate this effect of small sample size, we introduce a p…
cs.LG2021
Learning to Predict with Supporting Evidence: Applications to Clinical Risk Prediction
Aniruddh Raghu, John Guttag, Katherine Young +3
The impact of machine learning models on healthcare will depend on the degree of trust that healthcare professionals place in the predictions made by these models. In this paper, w…