# Neurophysiological assessment of biometric patterns during semi-immersive and traditional learning experiences in the humanities

**Authors:** Rebeca Romo-De León, Mei Li L. Cham-Pérez, Verónica Andrea Elizondo-Villegas, Alejandro Villarreal-Villarreal, Alexandro Antonio Ortiz-Espinoza, Carol Stefany Vélez-Saboyá, Jorge de Jesús Lozoya-Santos, Manuel Cebral-Loureda, Mauricio A. Ramírez-Moreno

PMC · DOI: 10.3389/fnhum.2026.1692599 · 2026-02-03

## TL;DR

This study explores how semi-immersive technology affects learning in the humanities by analyzing physiological responses and presence perception.

## Contribution

Introduces the Neurohumanities Lab as a semi-immersive educational space and identifies biometric patterns distinguishing it from traditional learning.

## Key findings

- The experimental group showed higher perceived presence in the semi-immersive setup.
- A decision tree model achieved 90% accuracy in distinguishing between learning environments.
- Semi-immersive learning activated emotional and somatosensory brain regions.

## Abstract

The use of immersive technologies in education has shown an improvement in the learning process of students. However, applications of these technologies in the Humanities are limited, since most studies focus on scientific fields. In this study, the Neurohumanities Lab was introduced as a semi-immersive space for teaching the Humanities. Two groups of 12 participants each performed activities under the semi-immersive and traditional classroom set-ups, while recording their physiological signals (electroencephalography, electrodermal activity, and heart rate). In both groups, the ITC-SOPI presence questionnaire was used to compare their differences in perceived presence levels, which showed a higher level in the experimental group. Machine learning algorithms were applied, concluding that the decision tree supervised learning model determined the most relevant features to distinguish between both set-ups with an accuracy of 90%. In the experimental group, an increased heart rate was observed with respect to the control group, while the electrodermal activity increased its peaks in both groups compared to the basal state. Additionally, brain source localization techniques revealed a notorious activation of brain areas related to emotional and somatosensory processing during the semi-immersive experience. Therefore, the Neurohumanities Lab has the potential to be a fully immersive environment for innovative education and enhanced learning.

## Full-text entities

- **Diseases:** mental condition (MESH:D001523)
- **Chemicals:** BVP (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

24 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12909478/full.md

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Source: https://tomesphere.com/paper/PMC12909478