Identifiability, State Separation, and Label Uncertainty

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

knitr::opts_chunk$set(collapse = TRUE, comment = "#>")
library(eyeprocess)

State labels are anchored through ordered RT deviations only as an identification convention. This ordering does not order psychological meaning.

sim <- simulate_multimodal_m4(n_person = 30, n_item = 8, scenario = "weak", seed = 20260820)
audit_multimodal_m4_identifiability(sim, include_posterior = FALSE)
states <- multimodal_m4_state_diagnostics(sim)
states

Posterior entropy, occupancy, transition structure, emission separation, and contextual associations should be inspected together before any substantive interpretation.

eyeprocess documentation built on Sept. 28, 2026, 5:08 p.m.