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(A) REM and light sleep durations; (B) heart rate and heart rate variability collected by ring; (C) atmospheric pressure (altitude) and step counts collected by smart watch; and (D) location change and commute events detected by the Personicle app on the phone. REM: rapid eye movement.
Smoothed distribution of (A) negative affect (NA) and (B) averaged positive affect (PA) of 7 selected participants. NAs tend to have a narrower distribution compared to PAs.
JMIR Form Res 2023;7:e39425
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