Articles: emergency-services.
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Emergency departments (EDs) around the world are facing a crippling crisis of overcrowding, a complex problem caused by a variety of factors. One contributing factor is the overutilization of EDs by patients with frequent visits. ⋯ The prevalence rate of high utilizers was found to be 3.9% in our study, falling within the range based on literature. Due to the parallel issues raised by many studies, the importance of developing convenient corrective strategies and conducting further national-based studies to get better insight of high utilizers is required.
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Retrospective study. ⋯ Patients at a higher risk of presenting to the ED postoperatively should be identified and may benefit from additional counseling and access to the care team virtually to limit unnecessary healthcare utilization. Focusing on patients who reach out via EPP messaging postoperatively may be a good target patient group to address first. Future research is needed to investigate the possible health literacy and other socioeconomic barriers affecting these patients so that appropriate, more cost-effective resources can be utilized to avoid clinically unnecessary and costly ED visits.
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The global increase in neonatal visits to Pediatric Emergency Departments (PEDs) underscores the need to better understand the factors driving these visits and their implications. The often vague and nonspecific symptoms of neonates pose significant challenges for clinicians and caregivers in determining the appropriate level of care, impacting the frequency of return visits and overall effectiveness of discharge education. ⋯ This study identified specific complaints that were most likely to result in hospital admissions and return visits to the ED. This can guide targeted educational interventions for caregivers and ED providers and refinement of triage protocols to ensure that neonates receive the most appropriate and efficient care.
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Eur. J. Intern. Med. · Jan 2025
A large language model-based clinical decision support system for syncope recognition in the emergency department: A framework for clinical workflow integration.
Differentiation of syncope from transient loss of consciousness can be challenging in the emergency department (ED). Natural Language Processing (NLP) enables the analysis of free text in the electronic medical records (EMR). The present paper aimed to develop a large language models (LLM) for syncope recognition in the ED and proposed a framework for model integration within the clinical workflow. ⋯ The anamnesis model had an AUC of 0·98 for the Italian BERT and 0·97 for Multi BERT. The LLM identified syncope when not explicitly mentioned in the EMR and also recognized common prodromal symptoms preceding syncope. Both models identified syncope patients in the ED with a high discriminative capability from nurses and doctors' notes, thus potentially acting as a tool helping physicians to differentiate syncope from others transient loss of consciousness.
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Over the past 15 years, the emergency nurse practitioner has been recognized as a nursing specialty role with dedicated scope and standards of practice. However, a paucity of objective data exists to validate the actual practice of emergency nurse practitioners in the emergency care setting. The purpose of this pilot study was to describe the initial acuity of patients assigned to emergency nurse practitioners, actions, decisional complexity, and disposition decisions of advanced practice nurses as they function in emergency departments in a single system. ⋯ Although descriptive, this study is highly illustrative of the broad scope of complex skills and clinical decision making required to perform as an advanced practice nurse in the emergency department. Further examination of education and training is warranted.