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How is a measuring method tested scientifically?
By holding it against something already known — the reference. For blood pressure that is the invasively measured pressure in the middle of the aorta. Only when the new method reproduces the same course as the reference, and not only at rest, is the foundation laid for calibration and approval.
5 min read Updated 4 September 2026 8 articles · 0 videos · 1 publication
The test begins at the reference, not at the sensor
Continuous blood pressure measurement for wearables is usually presented as a sensor question: a better component, better optics, a better result. But the difficulty starts earlier.
Before anything can be calibrated, it has to be shown that a non-invasive method captures the same pressure course as the invasive measurement. Only when both see the same changes is the data usable for a calibration.
The central question is therefore not which sensor is used. It is whether the non-invasive measurement reproduces the same physiological reality as the reference.
Why the site of the reference decides
Even an invasive measurement is not equally informative everywhere. Close to the vessel wall, local influences take effect: wall tension, reflections of the pressure wave, haemodynamic effects at the measuring point.
Measuring in the middle of the aorta, by contrast, gives the central reference pressure and removes a large part of these error sources. Testing against a badly placed reference produces deviations that say nothing about the method being tested.
The steps of a validation
- 1 — Define the reference
- What counts as true? Site, method and conditions have to be defined beforehand.
- 2 — Measure simultaneously
- Both methods on the same person at the same moment. One after the other is not a comparison.
- 3 — Compare the course
- Not only single values, but whether the same changes become visible at the same time.
- 4 — Test under change
- Load, medication, change of posture, illness. Limits are defined by change — so that is where testing has to happen.
- 5 — Disclose
- Describe method, data and limits so that others can repeat the test.
At rest almost every method agrees. Evidence that covers only the resting state therefore says little about everyday life.
What was tested in Paper 1
The BPER rests on the second-order blood pressure fluctuation — not on a static single value, but on the breath-driven dynamics of the circulation, which look different in every person.
It is exactly this foundation that was tested, for the first time, directly against invasive aortic pressure. That is the content of Paper 1: not another calibration method, but the precondition for stress-free blood pressure measurement to work correctly at all.
Calibration here is not the blood pressure value itself. It is the demonstrated relationship between a measured signal and the actual pressure. The data from wearables stays the same — the open question is how the calibration is done.
Evidence
Related questions
- Why does a smartwatch need calibrating? /smartwatch/calibration
- Why is a signal not yet a measurement? /knowledge/signal-and-reference
- What does an optical sensor actually measure? /knowledge/optical-sensor
- Why does no device measure blood pressure continuously? /blood-pressure/continuous
- How does my watch know that was a heartbeat? /knowledge/raw-signal
What lies behind this page
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Read further
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Why must the BPER match the invasive reference?
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Paper 1 does not simply describe another calibration method.
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The foundation for continuous, stress-free blood pressure measurement.
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Blood pressure limits are defined by change—therefore validation must include real-life events, medication, exercise, and disease.
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Why intermittent continuous blood pressure monitoring?
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Wearables are not the problem in achieving reliable continuous blood pressure monitoring.