Approaches to Extracting Patterns of Service Utilization for Patients with Complex Conditions: Graph Community Detection vs. Natural Language Processing Clustering

Approaches to Extracting Patterns of Service Utilization for Patients with Complex Conditions: Graph Community Detection vs. Natural Language Processing Clustering

Background: As patients interact with a healthcare service system, patterns of service utilization (PSUs) emerge. These PSUs are embedded in the sparse high-dimensional space of longitudinal cross-continuum health service encounter data. Once extracted, PSUs can provide quality assurance/quality imp...

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Bibliographic Details
Main Authors:	Jonas Bambi, Hanieh Sadri, Ken Moselle, Ernie Chang, Yudi Santoso, Joseph Howie, Abraham Rudnick, Lloyd T. Elliott, Alex Kuo
Format:	Article
Language:	English
Published:	MDPI AG 2024-08-01
Series:	BioMedInformatics
Subjects:	clinical pathways clinical practice guideline clustering decision support electronic healthcare graph community detection
Online Access:	https://www.mdpi.com/2673-7426/4/3/103
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