Evidence map›Paper›PMID 41576000›Full record

ArticlePloS one2026

Wearable devices and ecological momentary assessment EMA in the workplace: A study protocol on work stress assessment.

Giuseppina Dell'Aversana, Margherita Herold, Silvia Simbula, Isabella Ruina, Margherita Pillan, Massimo Miglioretti

Abstract read
In one paragraph

Article in PloS one, 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.

Giuseppina Dell'AversanaDepartment of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo, Milan, Italy.ORCID https://orcid.org/0000-0001-5995-1239
Margherita HeroldDepartment of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo, Milan, Italy.ORCID https://orcid.org/0000-0001-9062-9846
Silvia SimbulaDepartment of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo, Milan, Italy.
Isabella RuinaDepartment of Design, Politecnico di Milano.
Margherita PillanDepartment of Design, Politecnico di Milano.
Massimo MigliorettiDepartment of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo, Milan, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Work-related stress (WRS) remains a significant concern in occupational health. Despite its significance, measuring WRS presents methodological challenges. Advancements in real-time data collection methods offer new opportunities to enhance the accuracy of WRS assessment. This study proposes an innovative, participatory protocol for assessing WRS. The approach integrates subjective self-reported measures, collected through ecological momentary assessment (EMA), and physiological monitoring via wearable smartwatches. By combining time-contingent and event-contingent sampling, the methodology enables continuous tracking of stress responses throughout the workday, providing a more dynamic and context-sensitive understanding of workplace stress. A key objective of this research is to evaluate the feasibility and acceptability of implementing this protocol in real-world organizational settings. By incorporating participatory design principles, the methodology actively involves workers in the assessment process, ensuring that the tools and procedures are both effective and user-friendly. This participatory approach fosters engagement and compliance, ultimately improving the quality of collected data. This study contributes to developing more robust and ecologically valid stress assessment methods. Integrating real-time monitoring with self-reported data represents a promising direction for occupational health research, paving the way for more targeted and evidence-based interventions to mitigate workplace stress.

Indexed as

Ecological Momentary AssessmentOccupational StressWearable Electronic DevicesWorkplaceHumansOccupational HealthSelf ReportWorking Conditions

Identifiers

PMID41576000
PMCPMC12829866

What OpenQuestion holds

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Registered trials

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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.