Research Appraisalobservational

Nurses' Evaluation of a Service Robot for Inpatient Care: Technology Acceptance Study

JMIR nursingFriese, Christopher, Klebbe, Robert, Heimann-Steinert, Anika14 Apr 2026DOI

Clinical Snapshot

70CEBM
Evidence: Weakobservational

PICO Framework

P — Population30 nurses working in inpatient care settings
I — InterventionTesting of a service robot across 3 application scenarios (information service, item delivery, beverage delivery) in simulated care environment
C — ComparatorNo comparator group - single-arm cross-sectional evaluation
O — OutcomesTechnology acceptance measures including intention to use, usability, perceived usefulness, skepticism, and accessibility using Technology Usage Inventory and General Attitudes Towards Robots Scale

Bottom Line

This small cross-sectional study (n=30) found high acceptance among German nurses for a service robot tested in simulated scenarios, with strong correlations between perceived usefulness and intention to use. While the results suggest promise for robotic assistance in routine nursing tasks, the study's limitations are significant: very small sample, unclear recruitment methods, simulated rather than real clinical environment, and limited confounder assessment. The findings provide preliminary evidence that user-centered design approaches may enhance technology acceptance, but larger, more rigorous studies in real clinical settings are needed before drawing firm conclusions about implementation feasibility. Australian healthcare settings would face additional regulatory and workforce considerations not addressed in this German study.

Evidence: Weak

Key Findings

  • P Value: P<0.001 for usefulness-intention correlation

  • Effect Size: Strong positive correlation between perceived usefulness and intention to use (rs=0.74)

  • Primary Outcome: High intention to use service robot (median 224.5, IQR 157-248 on 0-300 scale)

  • Nnt Or Sensitivity: High usability rating (median 20, IQR 18-21 on 3-21 scale) and low skepticism (median 10.5, IQR 7-12 on 4-28 scale)

  • Confidence Interval: Not reported

Clinical Application

Requires significant infrastructure investment and staff training; real-world implementation challenges not addressed Limited direct applicability - German healthcare system differs from Australian public/private mix; would require TGA approval for medical devices and consideration of nursing workforce regulations Inpatient nursing staff in hospital settings, particularly for routine tasks like information provision and item delivery

Abstract

BACKGROUND: The integration of robotic systems into nursing practice is increasingly discussed as a potential strategy to alleviate workload and support care processes in response to demographic changes and staffing shortages. However, the acceptance of nursing staff as primary end users remains a critical determinant for successful implementation. Despite technological advances, the practical requirements and perspectives of nursing staff have not been adequately considered in research and development efforts to date. OBJECTIVE: Building on the user-centered development approach applied, this study aimed to examine nursing staff's evaluation of a service robot designed to assist with routine tasks in inpatient care, as well as their intention to use it, while accounting for technology-specific and psychological determinants of acceptance. METHODS: A total of 30 nurses tested the robot across 3 application scenarios (information service, item delivery, and beverage delivery) in a simulated care setting, alternating between the roles of nurse and care recipient. Acceptance-related constructs, including intention to use, were measured using the Technology Usage Inventory. General attitudes toward robots were assessed via the General Attitudes Towards Robots Scale. Participants' prior experience with robotics was also documented. Spearman rank correlations and Mann-Whitney U tests were used for analysis. RESULTS: The robot was rated positively across all dimensions. Usability was high (median 20, IQR 18-21; scale range 3-21), as was perceived usefulness (median 21, IQR 16-24; range 4-28). Skepticism was low (median 10.5, IQR 7-12; scale range 4-28), and accessibility was moderate (median 10, IQR 8-13; scale range: 3-21). Intention to use was strong (median 224.5, IQR 157-248; scale range 0-300) and correlated positively with usability (rs(28)=0.505; P=.004), perceived usefulness (rs(28)=0.74; P<.001), and accessibility (rs(28)=0.628; P<.001), and negatively with skepticism (rs(28)=-0.516; P=.004). More positive personal attitudes toward robots were also associated with higher perceived usefulness (rs(28)=0.549; P=.002) and greater intention to use (rs(28)=0.483; P=.007). No significant differences in intention to use were found between participants with and without prior robotics experience (U=83.5; P=.62). CONCLUSIONS: The findings indicate a high level of acceptance among the participating nursing staff for the developed service robot within the tested scenarios. Considering the chosen user-centered development approach, they further underscore the need for strategies that combine participatory design, transparent communication of system capabilities and limitations, and structured opportunities for hands-on experience. Such measures, together with proactive knowledge transfer and skills development, are essential to sustainably leverage the practical potential of service robotics in nursing practice.

References

  1. 1.Friese, C., Klebbe, R., & Heimann-Steinert, A. (2026). Nurses' evaluation of a service robot for inpatient care: Technology acceptance study. JMIR Nursing, 9(1), e86824. https://doi.org/10.2196/86824
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