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Poisson Regression Models for Cohort Studies

Natalia Acosta Spanish

Poisson Regression Models for Cohort Studies

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Poisson Regression Models for Cohort Studies

  1. Prospective

    • Subjects are classified based on their exposure status at the beginning of the study
  2. Retrospective

    • Determination of the exposure status is made for the past
  3. In a cohort study, a disease-free study population is selected on the basis of their exposure to a factor and followed over a period of time to determine the occurrence of disease

    • Objectives
      • Describe the different measures of incidence in a cohort study
        • Incidence measures
          • measure that quantifies the number of new cases of a disease that develop in a population at risk during a specific time period
            • Incidence density
              • the number of events per person time
            • Cumulative Incidence
              • risk or incidence proportion
      • Define the concept of crude and adjusted relative risk (RR) using a Poisson regression model.
        • Stratified Analysis
          • The confounding variables: exposure, disease and strata
          • RR: estimated for the association of interest.
          • Mantel–Haenszel method: test the homogeneity of the RRs
        • Poisson Regression Model
          • estimates the incidence of a disease or healthrelated event under different conditions
        • Definition of Adjusted Relative Risk
          • Relative Risk Estimation
            • When the exposure is dichotomous (1 denotes presence and 0 denotes absence), the confidence interval is given by the following expression:
          • it is used to obtain a comparison between the exposed group and the unexposed group under the assumption that the confounding variables have the same value
        • Interaction Assessment
          • there are no interactions between the exposure and potential confounding variable
      • Assess confounding and interaction effects using a Poisson regression model.
        • Confounding Variable
          • It is a distortion in the estimated magnitude of association that is produced when an extraneous factor
            • it is recommended to determine if the RR crude overestimates or underestimates the association of interest using as crude a reference the RR adjusted.

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  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies
  • Poisson Regression Models for Cohort Studies

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Description
Mind Map on Poisson Regression Models for Cohort Studies, created by Natalia Acosta on 23/04/2021.
Created by
Natalia Acosta · Apr 2021
Updated
Jun 26, 2023
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