HealthMindTrack
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Honest about accuracy

We publish full numbers — including where we are not yet where we want to be. Field performance for camera-based heart rate is typically lower than curated lab sets. We will not quote a single headline percentage as if uncertainty did not exist.

What the product shows today

Every reading in the cabinet carries a signal quality score. When confidence is too low, the metric is withheld with an explanation — not replaced by a guess.

How each vital is measured — camera, microphone, estimate, or lab log — is on the technology page.

By vital

One row per vital, filled from published model_versions rows (beta or published only). N is paired ground-truth samples. MAE is taken from a stored validation report — never invented. Until that report exists, the cells stay blank.

Per-vital sample size, error, and status — empty cells are unpublished, not zero
VitalNMAEStatus
Heart rate (camera PPG)Quality shown on every reading. Field MAE is not published yet.Collecting first paired data
HRV (camera PPG)Withheld when quality is too low. No field MAE yet.Collecting first paired data
Breathing rate (camera)Optical estimate from the face scan. No field MAE yet.Collecting first paired data
Stress load (composite)No reference device. Compared with your usual, not a named condition.Wellness estimate
Oxygen (camera estimate)Marked as an estimate. Paired against a pulse oximeter when you log one.Collecting first paired data
Blood pressure (camera estimate)Prefer a cuff or watch. Camera figure is an estimate until paired data exists.Collecting first paired data
Hemoglobin (camera estimate)Lab result is the precise figure. Camera level is an estimate.Collecting first paired data
HbA1c (lab / manual)No camera figure. Trend from logs and lab entries only.Lab / manual

N and MAE stay blank until a beta or published row exists in model_versions. Training and shadow heads never appear here. Empty is unpublished, not zero. We do not invent error statistics.

Stratified validation — forthcoming

When validation completes, this page will carry error bands, coverage, and breakdowns by skin tone, motion, and heart-rate range — with methodology and limitations spelled out. The structure below is fixed now; the numbers are not invented.

Stratified validation metrics — values pending field cohort completion
Metric · stratumMAERMSErCoverageValidated
Heart rate (camera PPG)All conditionsPendingPendingPendingPending
Heart rate (camera PPG)Fitzpatrick I–IIIPendingPendingPendingPending
Heart rate (camera PPG)Fitzpatrick IV–VIPendingPendingPendingPending
Heart rate (camera PPG)Still / seated / hand motionPendingPendingPendingPending
Heart rate (camera PPG)HR <60 / 60–100 / >100 bpmPendingPendingPendingPending

Coverage = share of attempts that yielded a result. We publish it beside error — a product that always returns a number never tells you when it does not know.

Limitations we already know

  • ·Camera PPG degrades with motion, poor lighting, and darker skin tones — we stratify for this honestly.
  • ·Lab-curated datasets overstate field performance; we will publish field numbers, not textbook sets.
  • ·Heart-sound validation is separate and ships when the cardio channel is validated on device.

We do not claim AAMI EC13 equivalence or compare ourselves to cleared medical devices — that would be a clinical claim this wellness product does not make.

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