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Inpatient portal clusters: identifying user groups based on portal features
Naleef Fareed1,2, Daniel Walker2,3, Cynthia J Sieck2,3
1Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio, USA.
Journal of the American Medical Informatics Association : JAMIA
|November 27, 2018
Summary
Distinct patient groups use inpatient portals (IPPs) differently. Understanding these user clusters can help tailor training and improve patient engagement with healthcare tools.
Area of Science:
- Health Informatics
- Patient Engagement
- Digital Health
Background:
- Inpatient portals (IPPs) are increasingly used in healthcare.
- Understanding user behavior within IPPs is crucial for optimizing their utility.
Purpose of the Study:
- To conduct a cluster analysis of inpatient portal users.
- To identify distinct user groups and their portal usage patterns.
- To inform strategies for enhancing patient engagement through IPPs.
Main Methods:
- Utilized 18 months of audit log data from 2815 patient admissions.
- Applied a hierarchical clustering algorithm to group users based on IPP feature utilization.
- Performed post-hoc analyses to characterize identified user clusters.
Main Results:
- Identified five distinct clusters of inpatient portal users.
- Characterized users by their access levels to features like schedules, results, tutorials, and food ordering.
- Observed that patient clusters remained consistent across multiple admissions and varied by patient/clinical characteristics.
Conclusions:
- Distinct user groups exist within inpatient portal usage.
- Tailored training and portal improvements can enhance patient engagement.
- Further research is needed to understand underutilized features and optimize IPP effectiveness.
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