pediatric triage in trauma

BACKGROUND: Providing Psychotherapy, particularly for youth, is a pressing challenge in the health care system. Traditional methods are resource-intensive, and there is a need for objective benchmarks to guide therapeutic interventions. Automated emotion detection from speech, using artificial intelligence, presents an emerging approach to address these challenges. Speech can carry vital information about emotional states, which can be used to improve mental health care services, especially when the person is suffering...

BACKGROUND: The assignment of trauma team activation levels can be conceptualized as a classification task. Machine learning models can be used to optimize classification predictions. Our purpose was to demonstrate proof-of-concept for a machine learning tool for predicting trauma team activation levels in pediatric patients with traumatic injuries. METHODS: Following IRB approval, we retrospectively collected data from the institutional trauma registry and electronic medical record at our Pediatric Trauma Center for all patients (age <18 y) who triggered a trauma team activation (1/2014-12/2021), including: demographics, mechanisms of injury, comorbidities, pre-hospital interventions, numeric variables, and the six "Need for Trauma Intervention (NFTI)" criteria...

BACKGROUND: We developed a phone app, PACOM (Parents Application Conseils et Orientation Médicale), to provide medical advice to caregivers based on several algorithms and a series of binary questions related to children's symptoms. We compared the recommendations of the PACOM algorithms and clinicians for children visiting the emergency department (ED). METHODS: Between January and February 2022, we prospectively recruited French-speaking parents of children without any chronic disease who presented to the pediatric ED with any complaint except for mental health problems or trauma...

INTRODUCTION: Unnecessary emergency department (ED) transfers represent a notable source of excess costs and misutilization of healthcare resources, particularly with management of acute pediatric musculoskeletal injuries. This study used institutional data to create a model investigating the expected costs of a formal peer-to-peer telemedicine intervention designed to triage pediatric orthopaedic transfers, which we hypothesized would decrease healthcare costs by minimizing unwarranted ED-to-ED transfers...

INTRODUCTION: The American College of Surgeons has developed evidence-based guidelines to triage the care of severely injured children to Level 1 and 2 trauma centers. Undertriage is the treatment of patients at facilities not equipped to treat the patient's injuries appropriately. We sought to evaluate the association between patient and hospital characteristics and secondary undertriage in children after major trauma. METHODS: We performed a retrospective cohort study using the 2019 Nationwide Emergency Department Sample...

BACKGROUND: Regionalized care for burn-injured patients requires accurate triage. In 2016, we implemented a tele-triage system for acute burn consultations. We evaluated resource utilization following implementation, hypothesizing that this system would reduce short stay admissions and prioritize inpatient care for those with higher burn severity. METHODS: We conducted a retrospective study of all transferred patients with acute burn injuries from 1/1/2010-12/31/2015 and 1/1/2017-12/31/2019...

BACKGROUND: Parents often contact out-of-hours services due to worry concerning febrile children, despite the children rarely being severely ill. As telephone triage of children is challenging, many children are referred to hospital assessment. This study investigated if video triage resulted in more children staying at home. Secondary aims included safety, acceptability and feasibility of this new triage tool. METHODS: In this prospective quality improvement study, nurse call-handlers enrolled febrile children aged 3 months-5 years to video or telephone triage (1:1), with follow-up within 48 h after call...

BACKGROUND: Trauma is one of the most common causes of death in childhood, but data on severely injured Swiss children are absent from existing national registries. Our aim was to analyze trauma activations and the profiles of critically injured children at a tertiary, non-academic Swiss pediatric emergency department (PED). In the absence of a national pediatric trauma database, this information may help to guide the design of infrastructure, processes within organizations, training, and policies...

Both blunt and penetrating chest trauma in children are less common than in adults but cause severe acute morbidity and mortality. As the literature suggests, pulmonary contusion is the most common chest injury in children, occurring in more than half of all blunt chest trauma cases. Even patients with blunt injuries are likely to have a longer hospital stay. The difference in physiological and anatomical variations in children compared to adults makes it more difficult from the diagnosis, management, and monitoring perspectives...

BACKGROUND: Decision making regarding transportation mode after a traumatic injury may have a significant impact on outcomes, due to differences in time to definitive care. The objective of this study was to determine if transport mode had an impact on in-hospital mortality and discharge disposition in pediatric trauma patients. METHODS: Data were abstracted from the National Trauma Data Bank from 2007 to 2016 comparing helicopter and ground transportation modes effects on mortality and discharge outcomes...

BACKGROUND: Rapid identification of the severity of injuries in the field is important to ensure appropriate hospital care for better outcomes. Vital signs are used as a field triage tool for critically ill or injured patients in prehospital settings. Several studies have shown that recording vital signs, especially blood pressure, in pediatric patients is sometimes omitted in prehospital settings compared with that in adults. However, little is known about the association between the lack of measurement of prehospital vital signs and patient outcomes...

BACKGROUND AND AIM: Helicopter EMS (HEMS) is a well-established mode of rapid transportation for patients with need for time-sensitive interventions, especially in patients with significant traumatic injuries. Traditionally in the setting of trauma, HEMS is often considered appropriate when used for patients with "severe" injury as defined by Injury Severity Score (ISS) >15. This may be overly conservative, and patients with a lower ISS may benefit from HEMS-associated speed or care quality...

PURPOSE: Early in the COVID-19 pandemic, restrictions from mid-March to mid-May 2020 curtailed community dental practice. The study purpose was to analyze the utilization of a pediatric hospital emergency department (ED) for dental emergencies over six months of practice disruption compared to two previous years. METHODS: Records of patients presenting to the ED were analyzed for volume, demographics, dental emergency type/acuity, and treatment. Study patients presented between March and September 2020; controls presented between March and September 2018 and March and September 2019...

OBJECTIVE: Triage is the process of identifying patients with both the greatest clinical need and the greatest likelihood of benefit in the setting of limited clinical resources. The primary objective of this study was to assess the ability of formal mass casualty incident triage tools to identify patients requiring urgent lifesaving interventions. METHODS: Data from the Alberta Trauma Registry (ATR) was used to assess seven triage tools: START, JumpSTART, SALT, RAMP, MPTT, BCD and MITT...

BACKGROUND: During 4 months of the severe acute respiratory coronavirus 2 (SARS-CoV-2) pandemic, nurses in a pediatric emergency department (ED) used surgical and clear face masks in triage. This study aimed to find out if the type of face mask influenced children's reports of pain. METHODS: A retrospective cross-sectional analysis of the pain scores of all patients aged 3-15 years who visited the ED during the 4-month period was performed. Multivariate regression was used to control for the potential confounders of demographics, diagnosis (medical, trauma), nurse experience, ED time of arrival, and triage acuity level...

OBJECTIVE: The aim of the study is to identify patient- and care-related factors associated with time to treatment for acute testicular torsion and the likelihood of testicular loss. METHODS: Data were retrospectively collected for patients 18 years and younger who had surgery for acute testicular torsion between April 1, 2005, and September 1, 2021. Atypical symptoms and history were defined as having abdominal, leg, or flank pain, dysuria, urinary frequency, local trauma, or not having testicular pain...

INTRODUCTION: Unintentional injury is a leading cause of mortality and morbidity in children. There is no consensus on the ideal, discrete management of pediatric renal trauma (PRT). Therefore, management protocols tend to be institution-specific. OBJECTIVE: This study aimed to characterize PRT at a rural level-1 trauma center and subsequently develop a standardized protocol. STUDY DESIGN: A retrospective review of a prospectively maintained database of PRT at a rural level 1 trauma center between 2009 and 2019 was conducted...

BACKGROUND: Existing classification systems may not adequately describe the injury patterns seen pelvic ring and acetabular fractures in the skeletally immature population. Pediatric patients, once stabilized, are often transferred for these injuries. We evaluated which commonly used systems correlate with clinical management in pediatric patients, including transfer patterns based on injury severity. METHODS: A retrospective review of patients aged 1 to 15 treated for traumatic pelvic or acetabular fractures over a 10-year period at an academic level I Pediatric Trauma Center reviewed demographic, radiographic, and clinical data...

Injury is the leading cause of death in children older than 1 year, and children make up 22% of the population. Pediatric readiness (PR) of the nation's emergency departments and state trauma and emergency medical services (EMS) systems is conceptually important and vital to mitigate mortality and morbidity in this population. The extension of PR to the trauma community has become a focused area for training, staffing, education, and equipment at all levels of trauma center designation, and there is evidence that a higher level of emergency department PR is independently associated with long-term survival among injured children...

OBJECTIVE: We aimed to develop a robust framework to model the complex association between clinical features and traumatic brain injury (TBI) risk in children under age two, and identify significant features to derive clinical decision rules for triage decisions. METHODS: In this retrospective study, four frequently used machine learning models, i.e., support vector machine (SVM), random forest (RF), deep neural network (DNN), and XGBoost (XGB), were compared to identify significant clinical features from 24 input features associated with the TBI risk in children under age two under the permutation feature importance test (PermFIT) framework by using the publicly available data set from the Pediatric Emergency Care Applied Research Network (PECARN) study...