Evidence map›Paper›PMID 41012939›Full record

ArticleSensors (Basel, Switzerland)2025

Monitoring Visual Fatigue with Eye Tracking in a Pharmaceutical Packing Area.

Carlos Albarrán Morillo, John F Suárez-Pérez, Micaela Demichela, Mónica Andrea Camargo Salinas, Nasli Yuceti Miranda Arandia

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Carlos Albarrán MorilloApplied Science and Technology Department, Politecnico di Torino, 10129 Turin, Italy.ORCID 0000-0002-1173-7329
John F Suárez-PérezEscuela de Ingenieria y Ciencias, Tecnologico de Monterrey, Ave. General Ramon Corona 2514, Zapopan 45138, Mexico.ORCID 0000-0002-0896-8134
Micaela DemichelaApplied Science and Technology Department, Politecnico di Torino, 10129 Turin, Italy.ORCID 0000-0001-5247-7634
Mónica Andrea Camargo SalinasDepartamento de Ingeniería Industrial, Universidad de América, Bogotá 111321, Colombia.ORCID 0000-0001-9116-7161
Nasli Yuceti Miranda ArandiaDepartamento de Ingeniería Industrial, Universidad de América, Bogotá 111321, Colombia.ORCID 0009-0004-3669-5454

Funding

CISC H2020-MSCA-ITN-2020 grant agreement no. 955901
6 · The paper itself

Abstract

This study investigates visual fatigue in a real-world pharmaceutical packaging environment, where operators perform repetitive inspection and packing tasks under frequently suboptimal lighting conditions. A human-centered methodology was adopted, combining adapted self-report questionnaires, high-frequency eye-tracking data collected with Tobii Pro Glasses 3, and lux-level measurements. Key eye-movement metrics-including fixation duration, visit patterns, and pupil diameter-were analyzed within defined work zones (Areas of Interest). To reduce data complexity and uncover latent patterns of visual behavior, Principal Component Analysis was applied. Results revealed a progressive increase in visual fatigue across the workweek and throughout shifts, particularly during night work, and showed a strong association with inadequate lighting. Tasks involving high physical workload under poor illumination emerged as critical risk scenarios. This integrated approach not only confirmed the presence of visual fatigue but also identified high-risk conditions in the workflow, enabling targeted ergonomic interventions. The findings provide a practical framework for improving operator well-being and inspection performance through sensor-based monitoring and environment-specific design enhancements, in alignment with the goals of Industry 5.0.

Indexed as

AsthenopiaEye-Tracking TechnologyAdultErgonomicsEye MovementsFatigueFemaleHumansLightingMaleSurveys and Questionnaireseye trackinghuman-centered designIndustry 5.0occupational healthpharmaceutical packagingvisual fatiguewearable sensors

Identifiers

PMID41012939
PMCPMC12473281

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.