Initialize Prognostic Modeling System

Initializes the prognostic modeling system by loading required packages and registering default prognostic models (Lasso, Elastic Net, Ridge, Random Survival Forest, Stepwise Cox, GBM for Cox). This function should be called once before using run_models_pro() or ensemble methods.

Usage

initialize_modeling_system_pro()

Value

Invisible NULL. Initializes the internal model registry.

Examples

# Initialize the system (typically run once at the start of a session or script)
initialize_modeling_system_pro()
#> Prognosis modeling system already initialized.

# Check if models are now registered
print(names(get_registered_models_pro()))
#> [1] "lasso_pro"   "en_pro"      "ridge_pro"   "rsf_pro"     "stepcox_pro"
#> [6] "gbm_pro"