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Uncovering Psychiatric Readmission Patterns to Guide Hospital Practices
Ruby J Ross1, Geoffrey R Hooke1,2, Andrew C Page1
1School of Psychological Science, University of Western Australia, Crawley, Western Australia, Australia.
Objective:
Hospitals face ongoing challenges in managing unnecessary readmissions. The aim of this study was to implement a novel, pattern-focused approach in order to identify and describe distinct patterns of readmissions among recurrently admitted psychiatric inpatients.
Methods:
Admission records from 11,986 inpatients of an acute psychiatric hospital in the territory of Western Australia were retrospectively analyzed, with a focus on 1,831 patients with recurrent admissions (three or more admissions within 5 years). Cluster analysis grouped these patients on the basis of overall and dynamic temporal patterns of their readmissions across time.
Results:
Five distinct readmission patterns were identified, characterized by patients' admission frequency (mild, moderate, or intense) and whether they were readmitted in an episodic or stable pattern.
Conclusions:
The pattern-focused approach identified novel readmission patterns reflecting both static and dynamic characteristics of recurrent inpatient care. This study provides the foundation for research into early indicators, risk prediction, and time-sensitive, patient-specific interventions. These clinical applications can guide hospitals to effectively prevent unnecessary inpatient readmissions.
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