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.
Di- abetes prediction through linkage of causal discovery and inference model with machine learning models
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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.