Generate a K=1 expression control with a planted double-well coordinate — synthetic_k1_double_well

Draws independent coordinates exactly from the known double-well stationary distribution by rejection sampling, embeds them along one planted feature direction in a single high-dimensional expression matrix, and retains both subspace and potential ground truth. This is a disclosed calibration/development control, never an acceptance artifact (ADR 0016).

Usage

synthetic_k1_double_well_control(
  n = 200L,
  p = 100L,
  noise_sd = 0.05,
  beta = 2,
  seed = 42L
)

Arguments

n: integer number of independent cross-sectional observations
p: integer number of expression features
noise_sd: numeric expression noise standard deviation
beta: numeric inverse temperature for the double-well distribution
seed: integer reproducibility seed

Value

single-omic-layer StateTransitionData with K1DoubleWellGroundTruth