Evidence map›Paper›PMID 42403628›Full record

ArticleFrontiers in psychology2026

Validation of the Internet Addiction Test (IAT) for forest firefighters: implications for human-technology interaction and occupational safety in the future of work.

Carla Estrada-Muñoz, Felipe Meyer-Cohen, Mauricio E Garrido Vásquez, Jean Paul Navarrete-Campos, Alejandro Vega-Muñoz, Guido Salazar-Sepúlveda

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Carla Estrada-MuñozDepartamento de Ergonomía, Facultad de Ciencias Biológicas, Universidad de Concepción, Concepción, Chile.
Felipe Meyer-CohenDepartamento de Ergonomía, Facultad de Ciencias Biológicas, Universidad de Concepción, Concepción, Chile.
Mauricio E Garrido VásquezDepartamento de Psicología, Facultad de Ciencias Sociales, Universidad de Concepción, Concepción, Chile.
Jean Paul Navarrete-CamposDepartamento de Estadística, Facultad de Ciencias Físicas y Matemáticas, Universidad de Concepción, Concepción, Chile.
Alejandro Vega-MuñozLaboratorio de Bienestar y Comportamiento Organizacional, Facultad de Medicina y Ciencias de la Salud, Universidad Central de Chile, Santiago, Chile.
Guido Salazar-SepúlvedaFacultad de Ingeniería, Universidad Católica de la Santísima Concepción, Concepción, Chile.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The digitization of emergency response work has intensified human-technology interaction and altered the cognitive and organizational demands placed on wildland firefighters. In this study, we validated the Internet Addiction Test (IAT) in a sample of 205 wildland firefighters to identify patterns of digital use that may compromise attention, sleep, and operational safety. Factor and internal consistency analyses supported a two-factor structure that distinguished between a broad pattern of problematic engagement and more specific behaviors of loss of control; the confirmatory model showed excellent fit (CFI = 0.997; TLI = 0.997; RMSEA = 0.026; SRMR = 0.063). Although discriminant validity was limited by high inter-factor correlation, the scale exhibits adequate reliability for use as an occupational screening tool. We propose that the IAT be used in combination with ergonomic indicators and telemetry (e.g., device usage logs, fatigue and performance measures) to distinguish necessary operational use from maladaptive use and to guide interventions in digital governance, alert design, and training in technological self-regulation. These results provide a context-sensitive measure for managing digital risks in emergency services and guide future longitudinal research linking IAT scores to safety and performance outcomes.

Indexed as

attentional functioningcognitive loaddigital fatiguedigital job demandsdigital psychosocial risksoccupational wellbeingorganizational behaviortechnological self-regulation

Identifiers

PMID42403628
PMCPMC13328010

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.