RNCohortJournal of the American Medical Directors Association2019

Risk of 30-Day Hospital Readmission Among Patients Discharged to Skilled Nursing Facilities: Development and Validation of a Risk-Prediction Model.

Anupam Chandra, Parvez A Rahman, Amelia Sneve and 7 others

PMID 30852170

WHAT IT FOUND

A risk model using length of hospital stay, ICU care, abnormal lab values, comorbidity and prior health care use identified skilled nursing facility patients at higher risk of 30-day readmission.

It was better than comorbidity alone.

Key findings

01The 30-day hospital readmission rate was 18.2% among 8,616 skilled nursing facility admissions.

02The model used length of stay, abnormal laboratory values, ICU stay, prior emergency department visits and hospitalizations, and medical comorbidity.

03The model's area under the receiver-operator curve was 0.699, compared with 0.587 for a comorbidity index and 0.579 for length of stay alone.

STILL TO COME

How it was doneWhat they foundWhat it means for RNs

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What it does not show

The study was retrospective and came from one health care system in the upper Midwest, with a largely white population, so the model may not apply elsewhere. It could not capture hospitalizations or emergency department visits that occurred outside that health care system. It could not reliably determine discharge medications or socioeconomic status, both of which may affect readmission risk. It could not clearly distinguish short-term skilled nursing facility residents from long-term residents. The model did not include skilled nursing facility provider care processes or facility factors. The model was checked by splitting the same dataset, not tested in a separate group of patients from other facilities. The model predicted all-cause readmission, not readmissions classified as avoidable. The study did not test whether interventions based on the model improve outcomes.

Declared interests

The supplied metadata lists NIH extramural and non-U.S. government research support. The article text provided does not include an author conflict of interest declaration.

The easy way to misread this

Do not conclude that using this model will reduce hospital readmissions. The study developed and checked the model within the same dataset but did not test whether risk-stratified interventions improved outcomes.

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