Deep Learning for Blood Glucose Prediction: Reproducibility Challenges and Factors Affecting Differential Performance

Promoting Reproducibility Must Start in the Classroom

Many people have been there. The dinner party is going well until someone decides to introduce a controversial topic. In today’s world, that could be anything from vaccines to government budget cuts to immigration policy. Conversation starts to get heated. Finally, someone announces with great authority that a scientific study supports their position. This causes the discussion to come to an abrupt halt because the dinner guests disagree on thei…

Deep Learning for Blood Glucose Prediction: Reproducibility Challenges and Factors Affecting Differential Performance

Blood glucose prediction is a fundamental part of advanced technology that promises to improve diabetes outcomes. However, a critical gap exists around understanding the reproducibility of state-of-the-art methods for blood glucose prediction. In this study, we curated 60 deep learning (DL)-based...