Evidence map›Paper›PMID 42531279›Full record

ArticlePLOS digital health2026

Beyond technology usefulness: Health system reliability, and socio-demographic and professional factors as shapers of technostress in physicians.

Pilar Ficapal-Cusí, Joan Torrent-Sellens, Oriol Yuguero Torres

Abstract read
In one paragraph

Article in PLOS digital health, 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

3 authors.

Pilar Ficapal-CusíFaculty of Economics and Business Studies, i2TIC-IA Lab and UOC-DIGIT, Barcelona, Spain.ORCID https://orcid.org/0000-0003-0020-1796
Joan Torrent-SellensFaculty of Economics and Business Studies, i2TIC-IA Lab and UOC-DIGIT, Barcelona, Spain.
Oriol Yuguero TorresInstitut de Recerca Biomédica de Lleida (UdL-IRBLLEIDA), Lleida, Spain.ORCID https://orcid.org/0000-0002-3433-8005

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Healthcare digitalisation may improve care yet can undermine clinicians' wellbeing through technostress. We conducted a cross-sectional online survey of physicians in Catalonia, Spain (March-April 2024; n = 423) using the Technostress Creators Scale to quantify overall technostress and five techno-stressors (overload, invasion, complexity, insecurity and uncertainty). Hierarchical regression with bootstrapped standard errors assessed incremental contributions of demographics, digital experience and use, and contextual factors. Overall technostress was moderate (2.91 ± 0.59/5); techno-overload (3.37 ± 0.82) and techno-uncertainty (3.29 ± 0.74) were highest, while techno-insecurity was lowest (2.15 ± 0.74). Across models, greater professional experience and the interaction between gender (women), hospital care, and location in non-metropolitan areas were significant predictors. A higher probability was also detected in tasks where technology is more prevalent in healthcare, patients also have access to it and are pressured to use it, and where technical problems are frequent. Finally, moderators related to the digital maturity of professionals and better access to, and usability of digital tools were identified. These findings should be interpreted as exploratory associations, given the non-probabilistic convenience sample and the cross-sectional design, which preclude claims about population representativeness, response rate estimation, or causal inference. Nevertheless, the results suggest that promoting physicians' digital wellbeing requires attention to sociodemographic, professional, and technological factors associated with higher technostress.

Identifiers

PMID42531279
PMCPMC13423038

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.