Predicting severity of foreign body injuries in children in upper airways: an approach based on regression trees
Paola Berchialla1, Silvia Snidero, Alexandru Stancu
1Department of Public Health and Microbiology, University of Torino, Italy.
Insights
Pediatric airway foreign body ingestion is a common injury. Children under 3.5 years old involved in choking incidents face a higher risk of hospitalization, highlighting the need for targeted prevention strategies.
Area of Science:
- Pediatric Emergency Medicine
- Public Health
- Injury Prevention
Background:
- Foreign body aspiration into the upper airways is a significant cause of pediatric injury.
- Understanding the characteristics of objects and children involved is crucial for effective prevention.
Purpose of the Study:
- To identify common objects causing airway foreign body injuries in children.
- To analyze child demographics and accident circumstances related to these injuries.
- To compare findings with existing standards and predict hospitalization risk.
Main Methods:
- Utilized data from the European Survey on Foreign Bodies Injuries Study (ESFBI) across 19 European countries.
- Selected cases based on ICD-9-CM codes 933 and 934 for pharyngeal, laryngeal, tracheal, bronchial, and lung foreign bodies.
- Employed a classification tree and linear discriminant analysis (LDA) to predict hospitalization probability.
Main Results:
- Identified specific object types and child characteristics associated with foreign body injuries.
- The classification tree provided decision rules for analyzing injury severity factors.
- Children younger than 3.5 years involved in such accidents demonstrated a high probability of hospitalization.
Conclusions:
- Age is a critical factor in predicting hospitalization for pediatric airway foreign body incidents.
- Findings underscore the importance of targeted interventions for young children at high risk.
- The study provides valuable data for refining current standards in foreign body injury management.
Abstract:
The entry of a small item into the upper airways is one of the leading causes of injuries in children up to 14 years old. The aim of this study is to characterize types of objects causing choking along with the features of the children involved in the accident and compare results with current standards. The European Survey on Foreign Bodies Injuries Study (ESFBI) collected data on foreign body injuries from 19 European countries. The data from ESFBI were selected according to the ICD-9-CM codes 933 (foreign body in the pharynx and larynx) and 934 (foreign body in the trachea, bronchi, and lungs). Both a classification tree and a linear discriminant analysis (LDA) have been set up to predict the probability that an injured child experiences a hospitalization. The classification tree provides flowchart-type decision rules and allows for analyzing the impact of the item features, the children characteristics, and the circumstances of the accidents on the severity of the foreign body injuries. Results showed that children younger than 3.5 who are involved in an accident have a high probability to experience a hospitalization.
Related Concept Videos
Survival Tree
Building a Survival Tree
Constructing a survival tree begins...
The Bronchial Tree
The trachea, commonly known as the windpipe, is a tube that connects the larynx (voice box) to the bronchi. At a point called the carina, it bifurcates into two primary bronchi. The right primary bronchus is wider, shorter, and more vertical than the left primary...
