fairGATE (version 0.1.1)

analyse_gnn_results: Analyse and Visualise GNN Results

Description

Generates ROC/Calibration outputs and subgroup gate analyses.

Usage

analyse_gnn_results(
  gnn_results,
  prepared_data,
  group_mappings = NULL,
  create_roc_plot = TRUE,
  create_calibration_plot = TRUE,
  analyse_gate_weights = TRUE,
  analyse_gate_entropy = TRUE,
  verbose = FALSE,
  nonparametric = FALSE
)

Value

A list of ggplots, test results, and summary tables.

Arguments

gnn_results

List from train_gnn() (expects $final_results, $performance_summary, $gate_weights).

prepared_data

List from prepare_data() (used to retrieve group mappings if not provided).

group_mappings

Optional named mapping from group codes (names) to labels (values).

create_roc_plot

Logical; return ROC ggplot (default TRUE).

create_calibration_plot

Logical; return calibration ggplot (default TRUE).

analyse_gate_weights

Logical; analyse gate weights across groups (default TRUE).

analyse_gate_entropy

Logical; analyse gate entropy across groups (default TRUE).

verbose

Logical; print progress messages.

nonparametric

Logical; if TRUE and k>2, use Kruskal-Wallis + Wilcoxon instead of ANOVA + Tukey.