Passive AI Detection of Stress and Burnout Among Frontline Workers.

Rajib Rana, Niall Higgins, Terry Stedman, Sonja March, Daniel F Gucciardi, Prabal D Barua, Rohina Joshi

Abstract readReview

In one paragraph

Review in Nursing reports (Pavia, Italy), 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.

[Transformation of Epidemiology in the Age of Artificial Intelligence].Revista medica del Instituto Mexicano del Seguro Social · 2026
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

7 authors.

Rajib RanaSchool of Mathematics, Physics and Computing, University of Southern Queensland, Ipswich, QLD 4300, Australia.ORCID 0000-0002-0506-2409

Niall HigginsMental Health and Specialist Services, The Park, Wacol, QLD 4076, Australia.ORCID 0000-0002-3260-1711

Terry StedmanMental Health and Specialist Services, The Park, Wacol, QLD 4076, Australia.ORCID 0000-0003-0064-6197

Sonja MarchCentre for Health Research, University of Southern Queensland, Ipswich, QLD 4300, Australia.ORCID 0000-0001-8425-7126

Daniel F GucciardiCurtin School of Allied Health, Curtin University, Perth, WA 6102, Australia.ORCID 0000-0001-5448-3990

Prabal D BaruaSchool of Mathematics, Physics and Computing, University of Southern Queensland, Ipswich, QLD 4300, Australia.ORCID 0000-0001-5117-8333

Rohina JoshiSchool of Population Health, University of New South Wales, Sydney, NSW 2033, Australia.ORCID 0000-0002-3374-401X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceautomated stress screenburnoutdeep learningfrontline workersmental healthoccupational healthpassive data

Identifiers

PMID41295797

DOI10.3390/nursrep15110373

PMCPMC12655262

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.