Evidence map›Paper›PMID 42811326›Full record

ArticleBMC nursing2026

Identifying stress-relevant events in everyday nursing practice using psychophysiological outcomes - an observational multimethod study.

Elizabeth A M Michels, Christian Rominger, Andreas R Schwerdtfeger, Georg F Kurze, Justus Klein, Jonas L Steinhäuser-Meerz, Hannah Tolle, Magdalena K Wekenborg

Abstract read
In one paragraph

Article in BMC nursing, 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

8 authors.

Elizabeth A M MichelsElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany. Elizabeth.michels@ukdd.de.ORCID http://orcid.org/0009-0002-6560-0560
Christian RomingerHealth Psychology, University of Graz, Graz, Austria.
Andreas R SchwerdtfegerHealth Psychology, University of Graz, Graz, Austria.
Georg F KurzeElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.
Justus KleinElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.
Jonas L Steinhäuser-MeerzElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.
Hannah TolleElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.
Magdalena K WekenborgElse Kröner Fresenius Center (EKFZ) for Digital Health, Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.

Funding

German Federal Ministry of Research, Technology and Space BMFTR, 03ZU1210GA
6 · The paper itself

Abstract

backgroundStressful working conditions contribute substantially to nurses' sickness absence and workforce shortages. However, prior research has largely focused on general job demands and resources, providing limited insight into which everyday work events are associated with acute stress responses. This study examined event-related observer-rated and physiological stress indicators during nurses' work using ecological momentary assessment combined with ambulatory heart rate variability (HRV) monitoring.

methodsA non-interventional, multimethod field study was conducted with nurses from a German university hospital. During an 8-hour shift, trained observers continuously recorded work events and rated momentary stress, while HRV (root mean square of successive differences; lnRMSSD) was assessed via wearable electrocardiography. Events were categorized into clinical care burden, organizational burden, and positive events. Associations between event categories and observer-rated stress and lnRMSSD, controlling for physical activity, were examined using multilevel models. Additional analyses examined individual characteristics (age, sex, chronic stress) and patient call system events, including call reasons.

resultsData from up to 85 nurses and 1,617 event-level observations were analyzed. Clinical care burden was consistently associated with higher observer-rated stress compared to other event categories, while positive events were associated with the lowest observer-rated stress. For HRV, clinical care burden was associated with lower lnRMSSD than organizational burden, whereas no significant differences were observed between positive events and other categories. An exploratory association between sex and lnRMSSD was observed, with male nurses showing higher values. Chronic stress was associated with higher observer-rated stress. Patient call system events did not differ significantly from non-call work events in observer-rated stress or HRV. However, call reason was associated with observer-rated stress, with calls related to comfort and service issues rated as less stressful than acute medical needs and care and mobilization support calls. No significant HRV associations were found.

conclusionsPsychophysiological indicators in nursing vary across everyday work events, with clinical care burden emerging as the most consistently stress-associated event category. The combination of event-based assessment and ambulatory physiological monitoring is feasible in routine clinical practice and enables identification of stress-relevant situations with high ecological validity. These findings may inform targeted interventions to improve nurses' working conditions.

Indexed as

Clinical work eventsEcological momentary assessmentHeart rate variabilityJob demands-resourcesMultilevel modelingNursingOccupational stressWearable sensors

Identifiers

PMID42811326
PMCPMC13625228

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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.