Pilot use-case – research demonstrator
5-year breast cancer risk modeling (from multimodal imaging + clinical variables)
Multimodal fusion with modality contribution and uncertainty-aware interpretation.
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
How can multimodal breast imaging features combined with clinical variables contribute to long-term breast cancer risk modeling over a 5-year horizon, in a research context?
Explicit exclusions (non-negotiable)
- No individual prognosis statements
- No clinical decision outputs
Data structure (illustrative)
- Abstracted features for mammography, ultrasound, MRI
- Clinical and demographic variables
- Longitudinal follow-up
Modeling concepts (demo-level)
- Relative 5-year risk estimates (research)
- Contribution of each modality
- Uncertainty and modality dependence analysis