Mapping Documentation Burden: Analyzing Centrality and Clusters among Flowsheet Measures and Templates Through
Pinyue Wang1, Amy Finnegan2,3, Po-Yin Yen4
1Columbia University, Department of Biomedical Informatics, New York, NY.
AMIA ... Annual Symposium Proceedings. AMIA Symposium
|February 23, 2026
Summary
Network analysis revealed significant documentation burden in nursing flowsheets, identifying key areas for streamlining. This study highlights opportunities to optimize data structures for improved efficiency in healthcare documentation.
Area of Science:
- Health Informatics
- Network Science
- Nursing Informatics
Background:
- Nursing flowsheets are critical for patient care but can contribute to significant documentation burden.
- Existing structures may be outdated, hindering efficient data capture and retrieval.
- Understanding the interconnectedness of documentation elements is essential for optimization.
Purpose of the Study:
- To apply network analysis (NA) to quantify and visualize documentation burden in nursing flowsheets.
- To identify key templates and measures contributing to this burden.
- To inform the optimization of nursing documentation structures.
Main Methods:
- Network analysis (NA) was employed to map relationships between nursing flowsheet templates and measures.
- Centrality metrics and edge weights were analyzed to identify influential nodes and connections.
- Community detection algorithms were used to reveal functional clusters within the network.
Main Results:
- The study identified an outdated flowsheet structure and highlighted specific templates and measures causing documentation burden.
- Highly repetitive, central hub, and intermediary nodes were pinpointed as key contributors.
- Consistently high centralities across multiple metrics indicated clear opportunities for streamlining documentation.
Conclusions:
- Network analysis provides a data-driven approach to understanding and addressing documentation burden in nursing.
- Optimization of documentation structures is necessary, especially with the integration of ambient technologies.
- Findings support the need for modern data structures to improve nursing workflow efficiency.
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