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data <- simulate_gazepoint_governed_data(18L, 6L, 1L, seed = 2301L)
predictors <- c("tracking_ratio", "fixation_duration", "gaze_dispersion")
task <- create_gazepoint_synthetic_task(
data, "observed_behavior", "new_participants"
)
manifest <- create_gazepoint_synthetic_manifest(task$outcome, predictors)
folds <- create_gazepoint_group_folds(
data, task$outcome, predictors, manifest,
task$generalization_target,
task$participant_id, task$unit_id, task$stimulus_id,
v = 3L, repeats = 2L, seed = 2301L
)evaluation <- evaluate_gazepoint_group_folds(
folds, task, predictors, "glm", seed = 2301L
)
predictions <- evaluation$predictions
uncertainty <- bootstrap_gazepoint_metrics_by_unit(
task,
truth = predictions$truth,
prediction = factor(
predictions$prediction,
levels = levels(data$observed_response)
),
probability = predictions$probability,
participant_id = predictions$participant_id,
unit = "participant",
bootstrap = 50L,
seed = 2301L
)
uncertainty
#> <gp3ml_target_uncertainty>
#> Unit: participant
#> Target: new_participants
#> Successful/failed replicates: 50/0
#> metric estimate lower upper successful_replicates
#> accuracy 0.541666667 0.4547454 0.5961806 50
#> balanced_accuracy 0.502703174 0.4348836 0.5700013 50
#> sensitivity 0.202127660 0.1169271 0.3006962 50
#> specificity 0.803278689 0.6919828 0.9101786 50
#> precision 0.441860465 0.2843813 0.6902406 50
#> recall 0.202127660 0.1169271 0.3006962 50
#> f1 0.277372263 0.1800560 0.3836667 50
#> mcc 0.006712597 -0.1529414 0.1867860 50
#> roc_auc 0.511248692 0.4412685 0.6007832 50
#> pr_auc 0.453755329 0.3649841 0.5836588 50
#> brier 0.254567555 0.2413744 0.2722628 50
#> log_loss 0.704706896 0.6760984 0.7414688 50The endpoint is the recorded response only. The analysis does not infer intent, comprehension, cognition, or another latent construct.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.