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Elucidating vaccine efficacy using a correlate of protection, demographics, and logistic regression.

Julie DudášováZdeněk ValentaJeffrey R Sachs
Published in: BMC medical research methodology (2024)
This study proposes and evaluates a novel approach for assessing baseline demographic covariates potentially affecting VE. Results show that the proposed approach can sensitively and specifically identify potentially important covariates and provides a method for evaluating their likely clinical significance in terms of predicted impact on vaccine efficacy. It shows further that inclusion of CoP data can enable more precise VE estimation, thus enhancing study power and/or efficiency and providing even better information to support health policy and development decisions.
Keyphrases
  • healthcare
  • public health
  • mental health
  • electronic health record
  • big data
  • machine learning
  • risk assessment
  • deep learning
  • social media