Pilot use-case – research demonstrator
Lupus nephritis risk in SLE at 12 months, 24 months, and 5 years
Longitudinal systemic disease risk modeling with competing risks and horizon-specific uncertainty.
Research-only disclaimer
These demonstrator use cases are provided for scientific research and exploration purposes only.
They do not constitute medical diagnosis, clinical decision support, or treatment recommendation.
Ethical and Regulatory Note
Read the cross-cutting note →Research question
Can longitudinal clinical and biological data support AI-assisted modeling of the risk of lupus nephritis development at different time horizons, in a research context?
Explicit exclusions (non-negotiable)
- No clinical prediction or alerting
- No treatment recommendation
Data structure (illustrative)
- Baseline SLE diagnosis
- Clinical markers + biological markers
- Longitudinal follow-up
- Competing risks (other complications)
Modeling concepts (demo-level)
- Time-dependent relative risk estimates
- Horizon-specific uncertainty
- Early vs late signal characterization