Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2026 Mar 13;5(1):20.
doi: 10.1038/s44184-026-00201-w.

Dynamic bidirectional relationships between perceived stress and emotion regulation in emergency medical service clinicians

Affiliations

Dynamic bidirectional relationships between perceived stress and emotion regulation in emergency medical service clinicians

Enzo G Plaitano et al. Npj Ment Health Res. .

Abstract

Emergency medical services (EMS) clinicians are first responders who experience recurrent occupational stressors. Cross-sectional research suggests that higher self-regulation of emotions may be related to lower stress, especially in individuals with regular substance use. However, temporal dynamics are unclear. Our objective was to identify real-time dynamics between perceived stress and emotion regulation in EMS clinicians who regularly use substances. Participants were full-time EMS clinicians reporting alcohol and/or cannabis use ≥2x/week. Participants completed five daily ecological momentary assessments (EMAs) at semi-random times for 28 days. We used a continuous-time structural equation model with Bayesian estimation to identify dynamics between perceived stress and emotion regulation (both within-person centered and standardized). The 110 participants completed 12,234 EMAs (81.3% adherence). Higher perceived stress predicted lower future emotion regulation (standardized estimate = -0.68 [-1.05, -0.31]). Inversely, higher emotion regulation predicted lower future perceived stress (standardized estimate = -2.25 [-3.38, -1.15]). We identified bidirectional relationships between perceived stress and emotion regulation in the daily lives of EMS clinicians with regular substance use. While results may not be generalizable to EMS clinicians who do not regularly use substances, we identified emotion regulation as a future interventional target to reduce real-time stress in this highest-risk group.

PubMed Disclaimer

Conflict of interest statement

Competing interests: L.A.M. has an affiliation with Square2 Systems, Boehringer Ingelheim, and Click Therapeutics. These relationships are extensively managed by her employer, Dartmouth College. The other authors do not have a competing interest.

Figures

Fig. 1
Fig. 1. Participant recruitment and enrollment flow diagram.
Study participants were screened for eligibility based on eight different inclusion and exclusion criteria. Participants then had to complete more than 1 day of data to be included in the final analytical sample.
Fig. 2
Fig. 2. Trajectories of perceived stress and emotion regulation within-person over time.
Observed data points of perceived stress and emotion regulation for a random sample of five individual subjects over 28 days. Emotion regulation levels were high and more stable, while perceived stress levels were moderate with more variation over the entire duration of the study.
Fig. 3
Fig. 3. Continuous time auto-regressive and cross-regressive standardized effects of perceived stress and emotion regulation in emergency medical services clinicians.
Standardized auto-regressive effects of perceived stress and emotion regulation (on themselves) and cross-regressive effects of perceived stress and emotion regulation (on each other) from a Bayesian continuous time model. Data are plotted as a posterior median (solid line) with a 95% credibility interval (dotted lines). Time intervals are in hours; auto-regression of emotion regulation (red); auto-regression of perceived stress (purple); cross-regression of emotion regulation on perceived stress (green); cross-regression of perceived stress on emotion regulation (blue).
Fig. 4
Fig. 4. Post hoc moderation of the dynamic bidirectional relationships between perceived stress and emotion regulation over time by baseline alcohol and cannabis use severity scores.
The alcohol use sample (blue) included 102 participants who endorsed drinking alcohol and the cannabis use sample (red) included 64 participants who endorsed cannabis use. The null relationships between perceived stress on emotion regulation (A) and emotion regulation on perceived stress (B) are visualized in the alcohol use sample. The null relationships between perceived stress on emotion regulation (C) and emotion regulation on perceived stress (D) are visualized in the cannabis use sample. The solid lines represent the estimated regression lines and the gray shaded regions represent the 95% CI.

References

    1. Rivard, M. K., Cash, R. E., Mercer, C. B., Chrzan, K. & Panchal, A. R. Demography of the national emergency medical services workforce: a description of those providing patient care in the prehospital setting. Prehosp. Emerg. Care25, 213–220 (2021). - DOI - PubMed
    1. Plat, M. J., Frings-Dresen, M. H. W. & Sluiter, J. K. A systematic review of job-specific workers’ health surveillance activities for fire-fighting, ambulance, police and military personnel. Int. Arch. Occup. Environ. Health84, 839–857 (2011). - DOI - PubMed
    1. Aringhieri, R., Bruni, M. E., Khodaparasti, S. & van Essen, J. T. Emergency medical services and beyond: addressing new challenges through a wide literature review. Comput. Oper. Res.78, 349–368 (2017). - DOI
    1. Afzali, F., Jahani, Y., Bagheri, F. & Khajouei, R. The impact of the emergency medical services (EMS) automation system on patient care process and user workflow. BMC Med. Inform. Decis. Mak.21, 292 (2021). - DOI - PMC - PubMed
    1. Alghamdi, A. A. The psychological challenges of emergency medical service providers during disasters: a mini-review february 2022. Front. Psychiatry13, 773100 (2022). - DOI - PMC - PubMed

LinkOut - more resources