Evidence map›Paper›PMID 42224651›Full record

Trial reportJournal of medical Internet research2026

Cognitive Dissonance-Based Priming Intervention: Randomized Encouragement With in-the-Wild Phishing Simulation Attack in Health Care.

Prosper Kandabongee Yeng, Muhammad Ali Fauzi, Arnstein Vestad, Bian Yang, Katrien De Moor, Christian Jacobsen, John-Bosco Diekuu, Meriem Bettayeb

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Journal of medical Internet research, 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.

Prosper Kandabongee YengDepartment of Computer Science and IT, College of Engineering, Abu Dhabi University, Al Ain, Abu Dhabi, United Arab Emirates, +971 0506991627.ORCID http://orcid.org/0000-0003-2553-5936
Muhammad Ali FauziDepartment of Informatics Engineering, Faculty of Computer Science, University of Brawijaya, Malang, Indonesia.ORCID http://orcid.org/0000-0002-9696-2807
Arnstein VestadDepartment of Information Security and Communication Technology, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology (NTNU), Gjøvik, Norway.ORCID http://orcid.org/0000-0002-7013-3322
Bian YangDepartment of Information Security and Communication Technology, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology (NTNU), Gjøvik, Norway.ORCID http://orcid.org/0000-0001-6189-1976
Katrien De MoorDepartment of Information Security and Communication Technology, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.ORCID http://orcid.org/0000-0002-8752-3351
Christian JacobsenDepartment of Security and Risk Governance, Aidn AS, Oslo, Norway.ORCID http://orcid.org/0009-0001-0417-0790
John-Bosco DiekuuDepartment of Machine Learning and Computer Vision, School of Computing, Engineering and Technology, Robert Gordon University, Aberdeen, United Kingdom.ORCID http://orcid.org/0000-0001-9862-5962
Meriem BettayebDepartment of Computer Science and IT, College of Engineering, Abu Dhabi University, Al Ain, Abu Dhabi, United Arab Emirates, +971 0506991627.ORCID http://orcid.org/0000-0002-0163-1395

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Phishing remains a dominant initial attack vector in health care, exploiting psychological factors such as urgency and authority. Despite extensive investment in technical controls and awareness training, health care staff remain highly susceptible in real operational conditions. Cognitive dissonance (CD), the discomfort arising from inconsistencies between beliefs and actions, has been proposed as a mechanism to disrupt unsafe rationalization at the moment of exposure, but has rarely been evaluated in live organizational settings using objective behavioral outcomes. Objective: This study examined whether a brief CD-based priming intervention, delivered immediately prior to a real-world phishing simulation, was associated with differences in phishing susceptibility among health care staff. Secondary objectives explored whether CD exposure was associated with directional differences in security-related perceptions and self-reported practices. Methods: A 2-stage hybrid randomized-encouragement experiment was conducted at a large Norwegian hospital. In Stage 1, staff were randomly assigned to a control or CD-primed condition and completed a survey assessing security perceptions and self-reported practices (n=62). In Stage 2, an in-the-wild phishing simulation was sent to all staff, enabling objective measurement of phishing susceptibility via observed link-click behavior. Behavioral outcomes were analyzed across 3 groups-control (n=34), CD-primed (n=32), and neutral nonresponders (n=753)-using a prespecified omnibus chi-square test as the sole confirmatory analysis. Survey-based multivariate and univariate analyses were treated as exploratory due to limited sample size and variable construct reliability. Results: Due to voluntary uptake, only a subset of randomized participants received the intervention. Observed phishing click rates were 65% (22/34) in the control group, 44% (14/32) in the CD-primed group, and 53% (396/753) in the neutral group. The omnibus chi-square test did not detect a statistically significant association between group membership and click behavior (χ²2=3.00; n=819; P=.22; Cramér V=0.06). Descriptive comparisons within the randomized subset suggested lower click rates in the CD-primed group, but effect estimates were imprecise and associated with wide CIs. Survey-based analyses indicated group differences across combined psychological constructs; however, several constructs exhibited low internal consistency, and follow-up analyses were underpowered. Conclusions: In a real-world hospital phishing simulation, pre-exposure CD priming was associated with a directional but statistically nonsignificant pattern of reduced phishing click behavior. This evidence does not establish a reliable behavioral effect, and construct-level findings are exploratory. CD-based prompts may serve as a lightweight behavioral signal in real-world conditions, but larger, fully randomized, and longitudinal studies with improved psychometric validation are needed before such interventions can be considered reliable complements to established cybersecurity controls.

Indexed as

Cognitive DissonanceDelivery of Health CareHealth PersonnelAdultFemaleHumansMaleNorwaycognitioncognitive dissonancecybersecurityhealth belief modelhealth carehealth care staffNorwayphishingphishing attacksphishing attemptsphishing simulationprotection motivation theorypsychological incentiverandomized encouragementsecurity

Identifiers

PMID42224651
PMCPMC13225503

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.