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Estimating the duration of antibody positivity and likely time of Leptospira infection using data from a cross-sectional serological study in Fiji.

Eleanor M ReesColleen L LauMike KamaSimon ReidRachel LoweAdam J Kucharski
Published in: PLoS neglected tropical diseases (2022)
This is the first study to use serocatalytic models to estimate the FOI and seroreversion rate for Leptospira infection. As well as providing an estimate for the duration of antibody positivity, we also present a novel method to estimate the most likely time of infection from seroprevalence data. These approaches can allow for richer, longitudinal information to be inferred from cross-sectional studies, and could be applied to other endemic diseases where antibody waning occurs.
Keyphrases
  • cross sectional
  • electronic health record
  • healthcare
  • machine learning
  • social media
  • data analysis
  • deep learning