borg_certificate: Create Validation Certificate

In BORG: Bounded Outcome Risk Guard for Model Evaluation

Create Validation Certificate

Description

Generate a structured validation certificate documenting the BORG analysis for reproducibility and audit trails.

Usage

borg_certificate(diagnosis, data, comparison = NULL, cv = NULL)

Arguments

diagnosis	A BorgDiagnosis object.
data	The data frame that was analyzed.
comparison	Optional. A borg_comparison object with empirical inflation estimates.
cv	Optional. A borg_cv object with the CV folds used.

Value

A borg_certificate object containing:

• meta: Package version, R version, timestamp

• data: Data characteristics and hash

• diagnosis: Dependency type, severity, recommended CV

• cv_strategy: CV type and fold count

• inflation: Theoretical and empirical estimates

See Also

borg_export for writing certificates to file.

Examples

set.seed(42)
data <- data.frame(
  x = runif(100, 0, 100),
  y = runif(100, 0, 100),
  response = rnorm(100)
)
diagnosis <- borg_diagnose(data, coords = c("x", "y"), target = "response",
                           verbose = FALSE)
cert <- borg_certificate(diagnosis, data)
print(cert)

BORG documentation built on March 20, 2026, 5:09 p.m.