Engine IV  ·  The method

Overnight vitals, signal by signal

At night, your body speaks without a filter: no coffee, no meetings, no effort to muddy the message. Here is how the app reads your five vital signs, each one against your own normal, and why a single bad night is never enough to draw a conclusion.

What the engine calculates

The vitals engine turns five raw measurements from your watch into a single sub-score: the vitals pillar of the Readiness Score, the heaviest of the four at 42 points out of 100. It doesn't judge your health. It measures one thing only: how far your night departs from your normal, and in which direction.

Why give it so much weight? Because these signals depend neither on what you report nor on how you feel. They're the most direct and most objective reflection of your recovery, starting with the state of your autonomic nervous system, the one that decides, without asking your opinion, whether your body is in recovery mode or on alert.

Five signals, read from Apple Health

The app reads five signals from Apple Health, recorded by your watch at rest and mostly while you sleep. Each one has its own weight within the pillar:

45%Heart rate variability
30%Resting HR
12%Breathing
7%SpO₂
6%Temperature

Together, HRV and resting heart rate make up three quarters of the pillar. When all the data is there, HRV alone weighs nearly 19 of the score's 100 points: no other signal weighs as much.

Why at night

Night is the only time when conditions are comparable from one day to the next. You're lying down, at rest, away from coffee, stress and exertion. An HRV reading taken at 3 p.m., after two coffees and a tense meeting, tells the story of your afternoon, not your recovery.

At night, the setting repeats: same position, same calm, same watch on the same wrist. That repetition is what makes the comparison fair. Without it, you're comparing different days, not the state of your body.

The method, step by step

One night is noise; a week is a signal

Your vitals naturally move from one night to the next. A short night, one drink too many, a stressful day: your HRV can plunge without it meaning much. HRV dropping for one night is noise. A week below your baseline is a signal.

The method already does part of the sorting. Because each deviation is measured against your own usual variability, someone whose HRV swings a lot has to deviate further to lose points than someone who's very steady. But a low night really does lower that day's score: it's up to you not to jump to conclusions.

The real signal is repetition: several days below your normal, especially when your resting heart rate rises at the same time. That's the pattern of fatigue building up, a training load ramped up too abruptly or an infection coming on. That's why the app also shows you the trend of your score and of each pillar over several weeks.

Why these choices

Beyond the score: your biological age

Two of these signals are also used elsewhere. In the calculation of your biological age, HRV acts as a modifier: compared with the values expected for your age, it can move it in either direction. It counts for less there if you take a medication that slows the heart.

Resting HR does the same, against a reference value, except when it's already part of your VO₂max equation. It's never counted twice.

No watch, and the limits of measurement

No watch, no vitals. The pillar is then removed and its weight redistributed among sleep, nutrition and rhythm. A confidence index tells you so: a score without its vitals doesn't read like a complete score.

With a watch, keep in mind how it measures. Its optical sensor uses photoplethysmography (PPG) to track your pulse through the skin of your wrist: it's less precise than an electrocardiogram, but reliable for trends when the watch is worn properly, snug and kept on all night.

Finally, this engine is a wellness tool, not a medical device: it doesn't diagnose anything. A signal below your normal is a nudge to ease off, not a reason to panic. If an unusual value persists, or if you feel faint or have chest pain, unusual shortness of breath or palpitations, see a doctor. In an emergency, call your local emergency number (911 in the US, 999 or 112 in the UK and Europe).

References

  • Task Force of the European Society of Cardiology and NASPE (1996), standards of measurement for heart rate variability, Circulation. doi:10.1161/01.CIR.93.5.1043
  • Plews D. J. et al. (2013), heart rate variability monitoring and training adaptation in endurance athletes, Sports Medicine. doi:10.1007/s40279-013-0071-8
  • Buchheit M. (2014), monitoring training status with heart rate measures, Frontiers in Physiology. doi:10.3389/fphys.2014.00073
  • Miller D. J. et al. (2020), changes in nighttime respiratory rate and early detection of infection, PLOS ONE. doi:10.1371/journal.pone.0243693
  • WHO (2011), pulse oximetry training manual. who.int

Frequently asked questions

How do I know if my overnight vitals are normal?

The most reliable way is to compare them with your own average over the past few weeks rather than with a general norm: that's what the app does, over 42 days, for each of the five signals. A one-night deviation is often just noise; a deviation that persists, or comes with unusual symptoms, is worth a doctor's opinion.

What's the difference between SDNN and RMSSD?

They're two ways of calculating heart rate variability. SDNN, used by Apple Health and the Apple Watch, is the standard deviation of the intervals between heartbeats; RMSSD, common in studies and on other devices, is calculated from the differences between successive heartbeats. The two can't be compared directly, which is why it pays to compare you with yourself, on the same device.

What happens if my watch didn't measure a signal last night?

The missing signal is removed for that night and its weight is spread among the other vitals: nothing is made up to replace it. With no vitals at all, for example without a watch, the whole pillar is removed and its weight goes to sleep, nutrition and rhythm, with a confidence index that flags it.

The next step

You just read the method.
The app applies it to you.

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