This repository does not claim clinical validation. The intended validation pathway includes:
- Synthetic data testing
- Demo scoring pipeline
- Report format review
- Safety boundary review
- Cognitive neurology feedback
- Speech-language pathology feedback
- Dementia-care workflow feedback
- Digital biomarker validation feedback
- Explore approved public or licensed datasets
- Compare signal extraction against known cognitive status labels where permitted
- Document limitations and bias risks
- 30–50 participant pilot
- Consent-first voice check-ins
- Longitudinal trend review
- Usability and adherence assessment
- Formal study design
- Ethics review
- Statistical validation
- Qualified clinical oversight
Each stage gates the next. Until clinical validation is complete, all outputs remain illustrative and non-diagnostic.