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Syncing twins…
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Model card

Every number on this page is read from reports/metrics.json. Evaluated on held-out synthetic patients generated by a different, richer simulator than the twin.

Cohort realism

Is the synthetic cohort believable?

Intended use

  • A proof-of-concept clinician console for Type 2 Diabetes, built for the Happiest Health Digital Twin Challenge 2026.
  • Decision support research only: forecasts, alerts and What-If simulations on synthetic patients.
  • Shows how a doctor could interact with a virtual patient before advising a real one.

Limitations

  • All patients are synthetic. Results have not been validated on real people and must not be used for treatment.
  • The truth simulator is richer than the twin, but both are models; real physiology, sensors and behaviour are messier.
  • Subtype inference is weak (see the confusion matrix) and is shown as a hint, never a diagnosis.
  • Food values are approximate (IFCT 2017 / International GI Tables where available, estimates otherwise).

All patients are synthetic. Not a medical device. Recommendations are illustrative.

Pratibimb · Apache-2.0 · Stack Underflow, BIT Mesra (Off Campus Jaipur)

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