treatment_profile-class: Define a Treatment Profile

In multimedia: Multimodal Mediation Analysis

Define a Treatment Profile

Description

This class ensures appropriate structure of the treatment assignments for mediator and outcome variables. It enforces certain structural requirements (e.g., that the number of samples is the same under the mediator and outcome counterfactuals) using the check_profile function.

See Also

setup_profile check_profile

Examples

exper <- demo_spline(tau = c(2, 1)) |>
    mediation_data(starts_with("outcome"), "treatment", "mediator")
fit <- multimedia(exper) |>
    estimate(exper)

# helpers for defining treatment profiles
t1 <- data.frame(treatment = factor(rep(c(0, 1), each = 5)))
profile <- setup_profile(fit, t_mediator = t1, t_outcome = t1)
profile

t2 <- data.frame(treatment = factor(rep(0, 10)))
profile <- setup_profile(fit, t_mediator = t1, t_outcome = t2)
profile

multimedia documentation built on Sept. 30, 2024, 9:28 a.m.