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Science & research

Validated, not vibes.

A wearable is only as useful as it is accurate, and accuracy is only meaningful if it is measured against the reference. This page is our standing commitment to publish how we test, what we found, and where we fall short.

Earring PPG vs. reference ECG · overnight

Principles

Four rules we test by.

  1. 01

    Measured against the reference, not the competition

    Sleep against polysomnography. Heart rate against chest-strap ECG. Temperature against clinical thermometry. We publish the protocol before we publish the number.

  2. 02

    Per-stage, per-person, per-skin-tone

    Averages hide failures. We report accuracy by sleep stage, by activity type and across the Fitzpatrick skin-tone scale, and we keep improving where the signal is hardest.

  3. 03

    Open scoring

    Every score has a contributors page that shows what moved it and by how much. No black boxes, and no surprise algorithm changes without a changelog.

  4. 04

    Wellness, not diagnosis

    Nurnex is not a medical device. We say clearly what it can and cannot detect, and we design alerts to send you to a clinician, not to replace one.

Validation studies

What we have measured so far.

Results are placeholders until each study clears review — we would rather show an empty cell than a rounded-up one.

StudyMetricResultReferencenStatus
Sleep staging agreement vs. polysomnography4-stage epoch agreementPLACEHOLDER %In-lab PSG, scored by two technologistsn = —Peer review
Nocturnal heart rate & HRV accuracyMean absolute error vs. ECGPLACEHOLDER bpm / msHolter ECG, overnightn = —Published
Workout heart rate across modalitiesMAE vs. chest strapPLACEHOLDER bpmRunning, cycling, strength, rowingn = —Published
Temperature-based ovulation confirmationAgreement with LH surgePLACEHOLDER %Urinary LH testsn = —In progress
Scientific advisors

The people who tell us when we are wrong.

  • Advisor name

    Sleep medicine

    Placeholder institution

  • Advisor name

    Cardiology

    Placeholder institution

  • Advisor name

    Reproductive endocrinology

    Placeholder institution

  • Advisor name

    Exercise physiology

    Placeholder institution

For researchers

Nurnex for Research

Universities and clinical teams use Nurnex for long-term, low-burden physiological monitoring. Raw data access, a research API and IRB-ready documentation are available.

Apply for the research program