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Factors predicting prolonged hospital stay for infants with bronchiolitis
Michael C Weisgerber1, Patricia S Lye, Shun-Hwa Li
1Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin, USA. mweisger@mcw.edu
Insights
Clinical markers on hospital day 2, including respiratory status and caloric intake, can predict prolonged length of stay (LOS) in infants with bronchiolitis. This aids in early intervention for high-risk infants.
Area of Science:
- Pediatric Pulmonology
- Clinical Informatics
- Health Services Research
Background:
- Previous length of stay (LOS) prediction models for bronchiolitis overlooked early hospital course factors.
- Focus was primarily on birth- and disease-related risk factors.
Purpose of the Study:
- To investigate associations between clinical markers and LOS in bronchiolitis.
- To develop a predictive model for LOS in infants with bronchiolitis.
Main Methods:
- Retrospective cohort study at Children's Hospital of Wisconsin.
- Included infants under 365 days old admitted with bronchiolitis between November 2004 and April 2005.
- Analyzed clinical markers on hospital day 2 to predict prolonged LOS.
Main Results:
- Infants with prolonged LOS (≥108 hours) showed increased supplemental oxygen use, higher respiratory rates, and more suctioning on day 2.
- These infants also had lower oxygen saturation and caloric intake.
- A predictive model using supplemental oxygen hours, respiratory rate, gestation, and caloric intake achieved an AUC of 0.89/0.72.
Conclusions:
- Significant clinical differences exist between short and prolonged LOS in bronchiolitis patients, identifiable by hospital day 2.
- The developed model can potentially identify high-risk infants for early intervention.
Background:
Prior prediction models for length of stay (LOS) in bronchiolitis have focused more on birth- and disease-related risk factors than on early hospital course factors, particularly common clinical markers including respiratory status and caloric intake.
Objectives:
1) Study the associations of various clinical markers and LOS; and 2) develop a LOS prediction model.
Design:
Retrospective cohort study.
Setting:
Children's Hospital of Wisconsin.
Patients:
Inclusion criteria were: age < 365 days old; admission between November 1, 2004 and April 15, 2005; final diagnosis of bronchiolitis; placement on the bronchiolitis treatment protocol; and lack of concurrent condition impacting LOS.
Results:
During the study period, 272/347 infants admitted with bronchiolitis met inclusion criteria. On hospital day 2, infants in the prolonged LOS group (≥ 108 hours) had a significantly greater number of hours on supplemental oxygen, maximum supplemental oxygen use, minimum supplemental oxygen use, maximum respiratory rate, mean respiratory score, and number of times suctioned. They had significantly lower minimum oxygen saturation and caloric intake. Recursive partitioning demonstrated five variables (hours of supplemental oxygen, maximum respiratory rate, minimum supplemental oxygen use, gestation, and caloric intake) to predict short or prolonged LOS with an area under the receiver-operator characteristic curve of 0.89/0.72 in the learning/test trees; sensitivity, 0.85; and specificity, 0.82.
Conclusions:
There are important differences between infants with bronchiolitis having short and prolonged hospital stays, including several clinical markers identifiable on hospital day 2. This model may be a useful prediction tool for targeting early interventions for high-risk infants.
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