Construct M4 temporal, nuisance, device, and overfitting negative controls

Controls are transformations/stress designs by default and therefore do not incur backend fitting. Set `run = TRUE` only when explicit fitted comparisons are needed.

Usage

multimodal_m4_negative_controls(
  x,
  controls = c("order_shuffle", "process_shuffle", "state_independent",
    "nuisance_pseudostate", "device_session_pseudostate", "overfit_state_count"),
  seed = 20260820L,
  run = FALSE,
  fit_args = list()
)

Arguments

x

Data or M4 simulation.

controls

Control names.

seed

Deterministic seed.

run

Whether to fit the generated controls.

fit_args

Arguments for optional M4 fits.

Value

An `eye_multimodal_m4_negative_controls`.