Device Validation Data
Consumer tech marketing overpromises. We cross-reference hardware sensor capabilities with peer-reviewed clinical validation studies to establish actual efficacy.
Medical Grade
Positive Airway Pressure (PAP)
Analysis of fixed-pressure CPAP, Auto-CPAP (APAP), and BiPAP machines. We evaluate motor noise, algorithmic response times, and exhalation relief metrics.
- → ResMed AirSense 11
- → Philips DreamStation 2 (Post-Recall)
- → Lowenstein Prisma SMART
Consumer Grade
Wearable Trackers
Validation of optical heart rate (PPG), actigraphy, and peripheral oxygen (SpO2) sensors against clinical polysomnography standard (EEG/EOG/EMG).
- → Oura Ring Gen 3
- → Apple Watch Series 9
- → Whoop 4.0