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Estimation of Bedtimes of Reddit Users: Integrated Analysis of Time Stamps and Surveys.

William U MeyersonSarah K FinebergYe Kyung SongAdam FaberGarrett I AshFernanda C AndradePhilip Robert CorlettMark B GersteinRick H Hoyle
Published in: JMIR formative research (2023)
We uncovered a simple, reproducible relationship between Reddit users' reported bedtimes and the time of day when high daytime posting rates transition to low nighttime posting rates. We captured this relationship in a model that estimates users' bedtimes from the time stamps of their posts. Limitations include applicability only to users who post frequently, the requirement for time zone data, and limits on generalizability. Nonetheless, it is a step forward for inferring the sleep parameters of social media users passively at scale. Our model and precomputed estimated bedtimes of 50,000 Reddit users are freely available.
Keyphrases
  • social media
  • sleep quality
  • physical activity
  • big data
  • machine learning
  • depressive symptoms
  • deep learning