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.
382-p: Exhaled isoprene products change during hy- poglycemia in type 1 diabetes and home breath capture is feasible as a diagnostic tool.Diabetes, 69(Supplement 1)
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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.