ArticleBMC psychology2026
The conditional indirect effect of perceived robot threat on employees' proactive behavior: the moderating role of human-robot interaction.
Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In the era of artificial intelligence, an increasing number of robots are entering the workplace as active contributors to organizational tasks. While robots can enhance employees' efficiency by complementing human capabilities, they may also lead to strong perceptions of threat among employees. Integrating the threat-rigidity and threat-flexibility theory, the study examines how perceived robot threat indirectly affects employees' proactive behavior through emotional exhaustion and cognitive flexibility, and how these indirect effects are contingent on human-robot interaction. Focusing on task-oriented workplace robots, the study employs a multi-wave, multi-source field survey and a scenario-based experimental design conducted in China. Results show that when human-robot interaction intensity is low, perceived robot threat increases emotional exhaustion and limits cognitive flexibility, thereby indirectly inhibiting employees' proactive behavior. When interaction intensity is high, the positive effect of perceived robot threat on emotional exhaustion is attenuated or even reversed, and its positive effect on cognitive flexibility is strengthened, with these pathways indirectly promoting employees' proactive behavior. By adopting a human-robot interaction lens, the study reveals the boundary conditions in which perceived robot threat yields divergent indirect effects on employee behavior, offering insights for organizations seeking to anticipate and manage the psychological impact of workplace robots.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.