Back to Search
Start Over
Development and Internal Validation of a Prediction Model to Risk Stratify Children With Suspected Community-Acquired Pneumonia.
- Source :
- Clinical Infectious Diseases; 11/1/2021, Vol. 73 Issue 9, pe2713-e2721, 9p
- Publication Year :
- 2021
-
Abstract
- Background Although community-acquired pneumonia (CAP) is one of the most common infections in children, no tools exist to risk stratify children with suspected CAP. We developed and validated a prediction model to risk stratify and inform hospitalization decisions in children with suspected CAP. Methods We performed a prospective cohort study of children aged 3 months to 18 years with suspected CAP in a pediatric emergency department. Primary outcome was disease severity, defined as mild (discharge home or hospitalization for <24 hours with no oxygen or intravenous [IV] fluids), moderate (hospitalization <24 hours with oxygen or IV fluids, or hospitalization >24 hours), or severe (intensive care unit stay for >24 hours, septic shock, vasoactive agents, positive-pressure ventilation, chest drainage, extracorporeal membrane oxygenation, or death). Ordinal logistic regression and bootstrapped backwards selection were used to derive and internally validate our model. Results Of 1128 children, 371 (32.9%) developed moderate disease and 48 (4.3%) severe disease. Severity models demonstrated excellent discrimination (optimism-corrected c-indices of 0.81) and outstanding calibration. Severity predictors in the final model included respiratory rate, systolic blood pressure, oxygenation, retractions, capillary refill, atelectasis or pneumonia on chest radiograph, and pleural effusion. Conclusions We derived and internally validated a score that accurately predicts disease severity in children with suspected CAP. Once externally validated, this score has potential to facilitate management decisions by providing individualized risk estimates that can be used in conjunction with clinical judgment to improve the care of children with suspected CAP. [ABSTRACT FROM AUTHOR]
- Subjects :
- EXPERIMENTAL design
VASOCONSTRICTORS
BLOOD pressure
HOSPITAL emergency services
INTRAVENOUS therapy
POSITIVE pressure ventilation
PLEURAL effusions
CHEST X rays
RESEARCH methodology
RESEARCH methodology evaluation
TIME
CAPILLARIES
PEDIATRICS
HEALTH outcome assessment
EXTRACORPOREAL membrane oxygenation
RESPIRATORY measurements
RISK assessment
SEVERITY of illness index
CHEST tubes
HOSPITAL care
OXYGEN therapy
DESCRIPTIVE statistics
PREDICTION models
MEDICAL drainage
DEATH
LOGISTIC regression analysis
REACTIVE oxygen species
ATELECTASIS
DECISION making in clinical medicine
DATA analysis software
COMMUNITY-acquired pneumonia
LONGITUDINAL method
SEPTIC shock
OXYGEN in the body
CHILDREN
Subjects
Details
- Language :
- English
- ISSN :
- 10584838
- Volume :
- 73
- Issue :
- 9
- Database :
- Complementary Index
- Journal :
- Clinical Infectious Diseases
- Publication Type :
- Academic Journal
- Accession number :
- 153439953
- Full Text :
- https://doi.org/10.1093/cid/ciaa1690