## ----setup, include=FALSE----------------------------------------------------- knitr::opts_chunk$set(collapse = TRUE, comment = "#>") options(gp3ml.reproducible_examples = TRUE) library(gp3ml) ## ----development-------------------------------------------------------------- development <- simulate_gazepoint_governed_data(18L, 6L, 1L, seed = 2901L) predictors <- c("tracking_ratio", "blink_rate", "gaze_dispersion") task <- create_gazepoint_synthetic_task(development, "recording_quality", "new_participants") manifest <- create_gazepoint_synthetic_manifest(task$outcome, predictors) folds <- create_gazepoint_group_folds( development, task$outcome, predictors, manifest, task$generalization_target, "participant_id", "trial_id", "stimulus_id", v = 3L, repeats = 1L, seed = 2901L ) development_evaluation <- evaluate_gazepoint_group_folds( folds, task, predictors, "glm", seed = 2901L, assess_calibration = TRUE, calibration_bootstrap = 0L ) model <- fit_gazepoint_model( development, task, predictors, "glm", seed = 2901L ) ## ----external----------------------------------------------------------------- external <- simulate_gazepoint_governed_data(10L, 6L, 1L, seed = 2902L) external$participant_id <- paste0("E", external$participant_id) external$trial_id <- paste0("E", external$trial_id) external$stimulus_id <- paste0("E", external$stimulus_id) declaration <- declare_gazepoint_external_dataset( external, label = "synthetic_external_site", independent = TRUE, origin = "Independent deterministic synthetic generation" ) report <- evaluate_gazepoint_external_transportability( model, development_data = development, external_data = external, declaration = declaration, development_evaluation = development_evaluation, bootstrap = 0L, seed = 2902L ) report report$performance_comparison report$group_coverage ## ----absent------------------------------------------------------------------- not_validated <- evaluate_gazepoint_external_transportability( model, development_data = development, external_data = NULL ) not_validated