A5007959047- Trauma and Emergency Care Studies
- Cardiac Arrest and Resuscitation
- Trauma, Hemostasis, Coagulopathy, Resuscitation
- Occupational Health and Safety Research
- Infection Control and Ventilation
- Artificial Intelligence in Healthcare
- Machine Learning in Healthcare
- Emergency and Acute Care Studies
- Quality and Safety in Healthcare
- COVID-19 and Mental Health
- Hemodynamic Monitoring and Therapy
- Traumatic Brain Injury and Neurovascular Disturbances
- Innovation in Digital Healthcare Systems
- Explainable Artificial Intelligence (XAI)
- Abdominal Trauma and Injuries
- Context-Aware Activity Recognition Systems
- Infection Control in Healthcare
- Healthcare Technology and Patient Monitoring
- Mental Health via Writing
- COVID-19 and healthcare impacts
- Sepsis Diagnosis and Treatment
Children's National
2022-2025
National Hospital
2024
Proper personal protective equipment (PPE) use is critical to prevent disease transmission healthcare providers, especially those treating patients with a high infection risk. To address the challenge of monitoring PPE usage in healthcare, computer vision has been evaluated for tracking adherence. Existing datasets this purpose, however, lack diversity and nonadherence classes, represent single not multiple do depict dynamic provider movement during patient care. We introduce Resuscitation...
Bleeding is the leading cause of preventable death in trauma. Early identification hemorrhage improves patient outcomes. Current triage tools for predicting rely on transfusion receipt as a surrogate outcome, indicating that blood was needed. This outcome does not account misclassification patients who receive prompt control procedure (HCP) without transfusion, die before receipt, or those unnecessary transfusion. Objective criteria do alone are needed to more accurately determine actionable...
BACKGROUND Timely surgical decompression improves functional outcomes and survival among children with traumatic brain injury increased intracranial pressure. Previous scoring systems for identifying the need after in adults have had several barriers to use. These include inability generate a score missing data, requirement radiographic imaging that may not be immediately available, limited accuracy. To address these limitations, we developed Bayesian network predict probability of...
Objectives Timely transfusion is associated with improved survival and a reduction in in-hospital morbidity. The benefits of early hemorrhagic shock recognition may be limited by barriers to accessing blood products their timely administration. We examined how pediatric trauma programs obtain products, the types rapid infusion models used, metrics tracked improve process efficiency emergency department (ED). Methods developed distributed self-report survey members Pediatric Trauma Society....
Abstract Objectives Human monitoring of personal protective equipment (PPE) adherence among healthcare providers has several limitations, including the need for additional personnel during staff shortages and decreased vigilance prolonged tasks. To address these challenges, we developed an automated computer vision system PPE in settings. We assessed performance against human observers detecting nonadherence a video surveillance experiment. Materials Methods The was trained to detect 15...
BACKGROUND Studies of hemorrhage following pediatric injury often use the occurrence transfusion as a surrogate definition for clinical need transfusion. Using this approach, patients who are bleeding but die before receiving misclassified not needing In study, we aimed to evaluate potential survival bias and estimate its presence among retrospective observational cohort children adolescents died from injury. METHODS We obtained patient, injury, resuscitation characteristics 2017 2020 Trauma...