Table 1 Simplified DAG variables and data simulation parameters

From: Applying causal inference and Bayesian statistics to understanding vaccine safety signals using a simulation study

Variable

Definition

States

Age

Age of vaccine recipient monitored for safety by an active surveillance system

<50 y, ≥ 50 y

Vaccine

Vaccine received at 3 days before the survey distribution

Yes

Reaction

The level of reaction within 3 days following the vaccination. This is often not directly observed and thus different from reported AEFI

None to mild (0), moderate to severe (1)

Survey participation

The recipient participated in the survey sent at day 3 following their vaccination at an AusVaxSafety site

No (0), yes (1)

MA

The recipient experienced a reaction within 3 days of vaccination and sought medical attention either via a general practitioner (GP) or hospital emergency department (ED)

No (0), yes (1)

Report MA

The recipient reported MA (GP and/or ED) via AEFI survey

No (0), yes (1)

Parameter

Definition

Value

θ

Probability of moderate to severe reaction in the <50 y age group

0.3

ϵ

Multiplicative change of probability of moderate to severe reaction in the ≥50 y age group

\(\frac{2}{3}\)

η

Probability of survey participation in the <50 y age group with a mild reaction

0.1

τsp

Multiplicative change of survey participation due to a moderate to severe reaction independent of age group

1.5

µsp

Multiplicative change of survey participation in the ≥50 y age group independent of moderate to severe reaction

1.35

ϕ

Probability of MA in the <50 y age group with a mild reaction

0.01

τma

Multiplicative change in MA probability due to a moderate to severe reaction independent of age group

3

µma

Multiplicative change in MA probability in the ≥50 y age group independent of severity of reaction

5