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Incidence estimation from sentinel surveillance data; a simulation study and application to data from the Belgian laboratory sentinel surveillance.

Toon BraeyeSophie QuoilinNiel Hens
Published in: BMC public health (2019)
The Huff-model allows for estimation of the spatial and population coverage of sentinel surveillance and through IPW-methods also for the estimation of the total number of cases. The Huff-model's gravity function allows us to differentiate inside an area while estimating from the full dataset. Our data examples show that additional data on the participation to surveillance and practices of labs is necessary for a more accurate estimation.
Keyphrases
  • public health
  • electronic health record
  • big data
  • healthcare
  • primary care
  • high resolution
  • data analysis
  • artificial intelligence
  • affordable care act
  • deep learning