inst/doc/reliability-device-transportability.R

In eyeprocess: Harmonize Eye-Tracking, Pupillometry, Biometrics, and Psychometric Process Data

## ----setup, include=FALSE-----------------------------------------------------
knitr::opts_chunk$set(collapse = TRUE, comment = "#>", eval = FALSE)

## -----------------------------------------------------------------------------
# gstudy <- fit_process_gstudy(
#   process_long,
#   metric = "pupil_auc",
#   facets = c("person", "item", "session", "device")
# )
# process_variance_components(gstudy)
# plot_variance_components(gstudy)
# dstudy <- design_process_dstudy(
#   gstudy,
#   items = seq(5, 40, 5),
#   sessions = 1:4,
#   devices = 1:2
# )
# plot_dependability_surface(dstudy)
# reliability <- audit_process_reliability(
#   process_long,
#   metrics = c("dwell_ms", "pupil_auc", "aoi_entropy"),
#   method = "icc"
# )
# plot_reliability_by_metric(reliability)

## -----------------------------------------------------------------------------
# link <- fit_device_linking(
#   paired_device_data,
#   metric = "pupil_auc",
#   reference_device = "laboratory_reference",
#   id_cols = c("person_id", "trial_id")
# )
# plot_device_agreement(link)
# plot_device_bias_by_magnitude(link)
# plot_device_transfer_curve(link)
# equivalence <- audit_device_equivalence(link, equivalence_margin = 0.05)
# plot_device_equivalence_intervals(equivalence)