Ultrasound equipment for the pediatric emergency department: a review

Predicting return visits to the emergency department for pediatric patients: Applying supervised learning techniques to the Taiwan National Health Insurance Research Database

BACKGROUND AND OBJECTIVE

Return visits (RVs) to the emergency department (ED) consume medical resources and may represent a patient safety issue. The occurrence of unexpected RVs is considered a performance indicator for ED care quality. Because children are susceptible to medical errors and utilize considerable ED resources, knowing the factors that affect RVs in pediatric patients helps improve the quality of pediatric emergency care.

METHODS

We collected data on visits made by patients aged ≤18years to EDs from the National Health Insurance Research Database. The outcome of interest was a RV within 3days of the initial visit. Potential factors were categorized into demographics, medical history, features of ED visits, physician characteristics, hospital characteristics, and treatment-seeking behavior. A multivariate logistic regression was used to identify independent predictors of RVs. We compared the performance of various data mining techniques, including Naïve Bayes, classification and regression tree (CART), random forest, and logistic regression, in predicting RVs. Finally, we developed a decision tree to stratify the risk of RVs.

RESULTS

Of 125,940 visits, 6,282 (5.0%) were followed by a RV within 3 days. Predictors of RVs included younger age, higher acuity, intravenous fluid, more examination types, complete blood count, consultation, lower hospital level, hospitalization within one week before the initial visit, frequent ED visits in the past one year, and visits made in Spring or on Saturdays. Patients with allergic diseases and those underwent ultrasound examination were less likely to return. Decision tree models performed better in predicting RVs in terms of area under curve. The decision tree constructed using the CART technique showed that the number of ED visits in the past one year, diagnosis category, testing of complete blood count, and age were important discriminators of risk of RVs.

CONCLUSIONS

We identified several factors which are associated with RVs to the ED in pediatric patients. The knowledge of these factors may help assess risk of RVs in the ED and guide physicians to reevaluate and provide interventions to children belonging to the high risk groups before ED discharge.

Pediatric emergency medicine fellow training in ultrasound: consensus educational guidelines

The importance of point-of-care emergency ultrasound (EUS) to the practice of emergency medicine (EM) is well established, and mounting research continues to demonstrate how EUS can benefit pediatric emergency department (ED) patients. As members of the EM community, pediatric EM (PEM) physicians should understand the potential value of EUS and seek opportunities to incorporate EUS into their daily practice. Currently, EUS education and training is at an early developmental stage for PEM fellows and varies greatly between programs. The goal of this article is to provide consensus education guidelines and to describe a sample curriculum that can be used by PEM fellowship programs when developing or revising their US training curricula. The authors recognize that programs may be at different stages of EUS development and will consequently need to tailor curricula to individual institutional needs and capabilities. This guideline was developed through a collaborative process between EUS educators and members of the American Academy of Pediatrics Section of EM Fellowship Directors Subcommittee. The guideline includes the following topics: important considerations regarding EUS in PEM, PEM US program framework, PEM US curriculum, PEM US education program, and competency assessment.