Modelling admission lengths within psychiatric intensive care units.
Stephen Dye1, Faisil Sethi2, Thomas Kearney3
1Suffolk Access Team, Norfolk and Suffolk NHS Foundation Trust, Norwich, UK stephen.dye@nsft.nhs.uk.
BMJ Health & Care Informatics
|March 24, 2023
Summary
Discharge destination is a strong predictor of psychiatric intensive care unit (PICU) length of stay, outperforming other variables. This patient-type grouping offers valuable insights for service planning and patient monitoring.
Area of Science:
- Psychiatric Intensive Care
- Health Services Research
Background:
- Predicting length of stay in psychiatric intensive care units (PICUs) is crucial for resource allocation and patient flow.
- Previous attempts to identify predictors of PICU admission length have yielded limited success.
Purpose of the Study:
- To evaluate discharge destination as a predictor variable for length of stay in PICUs.
- To compare the predictive power of discharge destination with other potential variables.
Main Methods:
- A retrospective study analyzed 368 admissions across four PICUs.
- Patients were categorized into three types based on discharge destination.
- Bayesian models were employed to analyze the data.
Main Results:
- Patient grouping by discharge destination showed the highest intraclass correlation (0.37) in predicting length of stay.
- Patients transferred to more secure care experienced longer PICU admissions.
- The optimal model incorporated patient type (discharge destination) and unit, with an interaction effect.
Conclusions:
- Clinical pathway-based patient typing, specifically discharge destination, is a more effective predictor of PICU admission length than clinical diagnosis or specialized assessment tools.
- Bayesian modeling of admission lengths can be a valuable tool for service planning and patient monitoring in PICUs.
Keywords:
computer simulationdata sciencehealth services researchoutcome and process assessment, health careMore Related Videos
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