The paper applies causal inference to breath VOCs such as acetone and builds ML classifiers plus risk ranking to identify and stratify diabetes cases from non-invasive markers.
Causality analysis in type 1 diabetes mellitus with application to blood glu- cose level prediction.Computers in Biology and Medicine, 153:106535
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Can Breath Biomarkers Causally Influence Blood Glucose? Investigating VOC-Mediated Modulation in Diabetes
The paper applies causal inference to breath VOCs such as acetone and builds ML classifiers plus risk ranking to identify and stratify diabetes cases from non-invasive markers.