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Using EHR Data to Identify Patient Frailty and Risk for ICU Transfer
Deborah Lekan1, Thomas P McCoy2, Marjorie Jenkins3
1Wellcare Dynamics, University of North Carolina at Greensboro, Retired, Chapel Hill, NC, USA.
This study shows that a frailty risk score (FRS) can predict intensive care unit (ICU) transfers in older adults. Frailty significantly increases ICU transfer risk, especially in younger and older age groups.
Area of Science:
- Gerontology
- Healthcare Analytics
- Clinical Risk Prediction
Background:
- Frailty is a significant concern in older medical-surgical patients.
- Predicting intensive care unit (ICU) transfer is crucial for patient care planning.
Purpose of the Study:
- To evaluate the predictive capabilities of four frailty risk score (FRS) definitions.
- To assess FRS for predicting time to first ICU transfer in adults aged 50 and over.
Main Methods:
- Utilized nursing flowsheet data, laboratory tests, and ICD-10 codes to construct FRS.
- Employed Cox regression and Schemper-Henderson variance to model and assess predictive accuracy.
- Analyzed data by age group and controlled for clinical characteristics and sex.
Main Results:
- All FRS definitions significantly predicted time to first ICU transfer.
- Multivariable modeling controlling for clinical factors enhanced predictive accuracy.
- Highest risk for ICU transfer was observed in the 50 to <60 years and ≥80 years age groups.
Conclusions:
- Frailty, as measured by FRS, is a significant risk factor for ICU transfer in medical-surgical patients.
- FRS should be integrated into patient assessment and care planning for high-risk individuals.
- Frailty prevalence varied, with the highest risk for ICU transfer observed in specific younger and older age brackets.
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