Longitudinal by design
The project focuses on repeated patterns within a person over time rather than isolated single-night readings.
About the project
An independent research initiative for longitudinal health signal interpretation.
Butterfly Effect studies whether repeated within-person changes in sleep, overnight physiology, movement, context, and daily self reported state can be interpreted as bounded research signals. The project is intentionally research only today: it does not diagnose, treat, or replace clinical evaluation.
What it is
A governed interpretation system, not a single wellness score.
The project is built around layers: data quality, route specific inference, evidence limits, participant return, professional review, and validation planning. The aim is to make each interpretation traceable and cautious.
Research first
Outputs are framed as research interpretation for review. Current materials should not be read as medical advice or diagnostic claims.
Built for collaboration
The current priority is academic, clinical, methodological, and data science input so the work can mature responsibly.
Current status
The system is an independent prototype with live study infrastructure, participant check-ins, public research pages, and internal validation layers. Formal clinical claims would require supervised studies, ethics review, external validation, and the appropriate regulatory pathway.