Urine Biomarkers How AI Analyses It
The AI behind reading urine biomarkers — and why explainability is what makes it trustworthy.
Urine carries chemical fingerprints of hydration, kidney function and metabolism that shift day to day.
What the models do
Models trained on annotated data classify and quantify hydration and concentration cues and colour on a calibrated spectrum, converting raw capture into structured signals. Colour and concentration track hydration in real time, long before thirst signals dehydration.
Why explainability matters
A score nobody understands is a score nobody acts on. Every insight about urine biomarkers pairs with its contributing features, time window and a plain-language rationale.
- Hydration and concentration cues
- Colour on a calibrated spectrum
- Voiding frequency and volume trends
“The test you take every day beats the perfect test you take once a year.”
Human in the loop
The aim is not to replace clinical judgement but to feed it better, earlier, more objective data about urine biomarkers.
