Compare serotype-specific vs overall models using residual metrics — make_model_comparison_table • shigella

Computes per-ID residual metrics for two models on the intersection of IDs present in both datasets, then reports absolute and percent differences.

Usage

make_model_comparison_table(
  model_serospecific,
  data_serospecific,
  model_overall,
  data_overall,
  antigen_iso,
  scale = c("original", "log"),
  tie_tol = 1e-08
)

Arguments

model_serospecific: Posterior draws (long format) for the serotype-specific model.
data_serospecific: Case dataset used for the serotype-specific model.
model_overall: Posterior draws (long format) for the overall model.
data_overall: Case dataset used for the overall model.
antigen_iso: Character scalar antigen/isotype label.
scale: "original" or "log".
tie_tol: Numeric tolerance to declare a tie.

Value

A tibble with per-ID MAE/RMSE for each model and deltas/winner labels.