TinyCSINet
Cross-source consensus on TinyCSINet from 1 sources and 5 claims.
1 sources · 5 claims
How it works
Benefits
Preparation
Risks & contraindications
Evidence quality
Highlighted claims
- TinyCSINet is a lightweight CNN-Transformer designed for mobile PPG inference. — Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography
- TinyCSINet is trained through a cross-modal chain using ECG-derived CSI pseudo-labels for smartphone PPG windows. — Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography
- TinyCSINet evidence is proof-of-concept rather than sufficient for individual-level clinical deployment. — Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography
- TinyCSINet showed similar validation and test performance with a small generalisation gap. — Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography
- The model's test ranking performance is presented as adequate for longitudinal HeartSpan trend detection. — Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography