Automating medical simulations.

OBJECTIVE: This study aims to explore speech as an alternative modality for human activity recognition (HAR) in medical settings. While current HAR technologies rely on video and sensory modalities, they are often unsuitable for the medical environment due to interference from medical personnel, privacy concerns, and environmental limitations. Therefore, we propose an end-to-end, fully automatic objective checklist validation framework that utilizes medical personnel's uttered speech to recognize and document the executed actions in a checklist format. METHODS: Our framework records, processes, and analyzes medical personnel's speech to extract valuable information about performed actions. This information is then used to fill the corresponding rubrics in the checklist automatically. RESULTS: Our approach to activity recognition outperformed the online expert examiner, achieving an F1 score of 0.869 on verbal tasks and an ICC score of 0.822 with an offline examiner. Furthermore, the framework successfully identified communication failures and medical errors made by physicians and nurses. CONCLUSION: Implementing a speech-based framework in medical settings, such as the emergency room and operation room, holds promise for improving care delivery and enabling the development of automated assistive technologies in various medical domains. By leveraging speech as a modality for HAR, we can overcome the limitations of existing technologies and enhance workflow efficiency and patient safety.

Chest trauma in children-what an anesthesiologist should know.

Injury is the leading cause of death in children, with chest trauma accounting for 25% of this mortality. In addition, these patients often present with multiple system injuries, which require simultaneous management. These concurrent injuries can lead to challenges when prioritizing tasks in the resuscitation room and during anesthetic management. In addition, changes from spontaneous ventilation to positive pressure ventilation can impact lung physiology. Therefore, a clear communication plan with careful monitoring and vigilance is needed for intubation and ventilation in these children. These injuries also require specific strategies to prevent barotrauma which could lead to complications such as respiratory failure, pneumonia, sepsis, and acute respiratory distress syndrome. This educational review aims to guide clinicians managing pediatric chest trauma through some of the critical decision-making regarding intubation, ventilation, and subsequent management of injuries.

Paediatric major incident simulation and the number of discharges achieved using a major incident rapid discharge protocol in a major trauma centre: a retrospective study.

OBJECTIVES: Hospitals have the responsibility of creating, testing and maintaining major incident (MI) plans. Plans emphasise readiness for acceptance of casualties, though often they neglect discharge planning and care for existing inpatients to make room for the sudden influx.After collaboration and design of a discharge policy for a paediatric MI, we aimed to establish the number of beds made available (primary outcome) to assess potential surge and patient flow. We hypothesised that prompt patient discharge would improve overall departmental flow. Flow is vital for sick patients awaiting admission, for those requiring theatre and also to keep the emergency department clear for ongoing admissions. METHOD AND SETTING: A simulated MI was declared at a London major trauma centre. Five paediatric priority 1 and 15 priority 2 and priority 3 patients were admitted. Using live bed boards, staff initiated discharge plans, and audits were conducted based on hospital bed occupancy and discharge capacity. The patients identified as dischargable were identified and folllowed up for 7 days. RESULTS: Twenty-nine ward beds were created (42% of the total capacity). Handwritten summaries just took 13.3% of the time that electronic summaries took for the same patients by the same doctor. In-hospital transfers allowed five critically injured children into paediatric intensive care unit (PICU), and creation of a satellite PICU allowed for an additional six more if needed. CONCLUSION: We increased level 3 capacity threefold and created 40% extra capacity for ward patients. A formalised plan helped with speed and efficiency of safe discharge during an MI. Carbon copy handwritten discharge letters allowed tracking and saved time. Robust follow-up procedures must be in place for any patients discharged.

Imaging the infant with a head injury: a single-centre retrospective study.

Head injury is the largest cause of mortality in paediatric trauma. Infants (<1 year old) are a high-risk group and vulnerable to non-accidental injury. A single-centre retrospective study at a major trauma centre collected data on infants presenting with a head injury over a 48-month period. 1127 infants presented with a head injury. 135 CT heads were performed. 38% of scans showed intracranial pathology. The decision about which infants to send for CT scans remains complex. Liberal use risks over-exposure to ionising radiation while restrictive use may miss subtler injuries.