Integrating Nurse Preferences Into AI-Based Scheduling Systems: Qualitative Study

AI-supported scheduling systems can significantly enhance fairness, transparency, and efficiency in nurse scheduling. However, concerns regarding AI reliability, adaptability to individual needs, and human oversight must be addressed. A hybrid approach integrating AI recommendations with human decision-making may be optimal. Future research should explore the broader implementation of AI-driven scheduling models and assess their impact on nurse satisfaction and patient outcomes over time.

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Publication Details

Journal
JMIR Formative Research
Published
2025-03-07
DOI
https://doi.org/10.2196/67747
Citations
8
Primary Topic
Scheduling and Timetabling Solutions
Type
article
Field-Weighted Citation Impact
16.85
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article

Integrating Nurse Preferences Into AI-Based Scheduling Systems: Qualitative Study

Maisa Gerlach, Christoph Golz, Jannic Stefan Bieri, Murat Sariyar et al.
8 citations
JMIR Formative Research
Scheduling and Timetabling Solutions
16.85
article

Integrating Nurse Preferences Into AI-Based Scheduling Systems: Qualitative Study

Maisa Gerlach, Christoph Golz, Jannic Stefan Bieri, Murat Sariyar, Fabienne Josefine Renggli
article en
8 citations

Abstract

AI-supported scheduling systems can significantly enhance fairness, transparency, and efficiency in nurse scheduling. However, concerns regarding AI reliability, adaptability to individual needs, and human oversight must be addressed. A hybrid approach integrating AI recommendations with human decision-making may be optimal. Future research should explore the broader implementation of AI-driven scheduling models and assess their impact on nurse satisfaction and patient outcomes over time.

JMIR Formative ResearchVol. 9
Bern University of Applied Sciences (CH)
Openalex Percentile: Top 1%
Scheduling and Timetabling Solutions
16.85
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