Get best performing models

Filters model list to return only models that meet performance criteria. Useful for selecting significant drug models for downstream analysis.

Usage

get_significant_models(
  model_list,
  min_correlation = 0.3,
  max_pvalue = 0.05,
  dataset = "scRNA"
)

Arguments

model_list

A named list of trained model objects.

min_correlation

Numeric. Minimum correlation threshold. Default = 0.3.

max_pvalue

Numeric. Maximum p-value threshold. Default = 0.05.

dataset

Character. Which dataset to use for filtering: "scRNA" (default), "bulk", "pseudo_bulk", or "cv".

Value

A filtered list containing only models meeting the criteria.

Examples

if (FALSE) { # \dontrun{
  models <- train_models()
  significant_models <- get_significant_models(models, min_correlation = 0.3, max_pvalue = 0.05)
} # }