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Runs the configured single-omic-layer decomposition and cross-sectional dynamics strategy on one disclosed synthetic control. The return value contains recovery diagnostics but deliberately contains no acceptance/pass judgement.

Usage

k1_double_well_calibration(
  n = 200L,
  p = 100L,
  noise_sd = 0.05,
  beta = 2,
  seed = 42L,
  config = .k1_double_well_calibration_config()
)

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

config

explicit PipelineConfig; defaults to an exploratory calibration configuration using registered svd and kde_logdensity strategies

Value

named list of labelled non-evidentiary calibration diagnostics, including deterministic config/input digests and stage provenance