Article
Chemistry, Multidisciplinary
Michal Ptaszynski, Fumito Masui, Yuuto Fukushima, Yuuto Oikawa, Hiroshi Hayakawa, Yasunori Miyamori, Kiyoshi Takahashi, Shunzo Kawajiri
Summary: This paper presents a Deep Learning-based system for information triaging on Twitter during emergency situations. By analyzing language behavior of users during influential events, classifying information, and performing sentiment analysis, the system is validated to work well even with training data from nearly 10 years ago.
APPLIED SCIENCES-BASEL
(2021)
Article
Emergency Medicine
Rick Kye Gan, Jude Chukwuebuka Ogbodo, Yong Zheng Wee, Ann Zee Gan, Pedro Arcos Gonzalez
Summary: The aim of this study was to evaluate and compare the performance of ChatGPT, Google Bard, and medical students in performing START triage during mass casualty situations. The results showed that Google Bard had significantly higher accuracy compared to ChatGPT, while there was no significant difference between Google Bard and medical students.
AMERICAN JOURNAL OF EMERGENCY MEDICINE
(2024)
Article
Critical Care Medicine
Jai N. Darvall, Rinaldo Bellomo, Michael Bailey, James Anstey, David Pilcher
Summary: A study in 23 ICUs in Victoria, Australia found that low-priority patients admitted to the ICU had higher long-term survival rates and lower in-hospital mortality compared to high-priority patients according to current pandemic triage criteria. These findings suggest the need for evidence-based ICU triage protocols.
Review
Health Care Sciences & Services
Isabel Herrera Montano, Isabel de la Torre Diez, Raul Lopez-Izquierdo, Miguel A. Castro Villamor, Francisco Martin-Rodriguez
Summary: This paper reviews and analyzes the state of the art regarding triage applications for health emergencies from 2010 to early 2021. The research found an increase in interest in this area, with only 3 accessible apps identified despite the influx of studies on emergency triage apps.
JOURNAL OF MEDICAL SYSTEMS
(2021)
Article
Emergency Medicine
Arthur James, Youri Yordanov, Sylvain Ausset, Matthieu Langlois, Jean-Pierre Tourtier, Pierre Carli, Bruno Riou, Mathieu Raux
Summary: This study assessed the prehospital triage performed during the 2015 Paris area terrorist attack, finding that 78% of trauma casualties were triaged, with a 36% rate of undertriage and 8% of overtriage. Qualitative analysis suggests the possibility for further improvement in the triage process.
EUROPEAN JOURNAL OF EMERGENCY MEDICINE
(2021)
Article
Emergency Medicine
Yuanwei Xu, Nabeela Malik, Saisakul Chernbumroong, James Vassallo, Damian Keene, Mark Foster, Janet Lord, Antonio Belli, Timothy Hodgetts, Douglas Bowley, George Gkoutos
Summary: Novel triage tools developed using machine learning outperform existing tools in a nationally representative trauma population. The proposed primary tool requires external validation prior to consideration for practical use. The secondary tool demonstrates good external validity and may be used to support decision-making by healthcare workers responding to major incidents.
EMERGENCY MEDICINE JOURNAL
(2023)
Article
Green & Sustainable Science & Technology
Amal Hamdi, Abdulellah Al Thobaity, Fabrizio Consorti, Gabriella Facchinetti
Summary: This pre-post interventional study examined the effectiveness of simulation-based training in disaster nursing skills enhancement among nursing students in Saudi Arabia. The findings suggest that this training improves knowledge and performance in crisis management and triage during mass casualty incidents, ultimately enhancing emergency response and patient outcomes. The study stresses the importance of comprehensive education in disaster nursing for nurses to effectively respond to disasters.
Review
Public, Environmental & Occupational Health
Uira Duarte Wisnesky, Scott W. Kirkland, Brian H. Rowe, Sandra Campbell, Jeffrey Michael Franc
Summary: This scoping review examines the existing literature on the classification accuracy of the START triage system. The review identifies a variety of factors that impact the development and implementation of simulation-based assessments of the START system. Recommendations are made for the use of reporting guidelines and improvements in reporting reference standards and test characteristics in future studies.
FRONTIERS IN PUBLIC HEALTH
(2022)
Review
Public, Environmental & Occupational Health
Brendan Shannon, Georgette Eaton, Chelsea Lanos, Matthew Leyenaar, Mike Nolan, Kelly-Ann Bowles, Brett Williams, Peter O'Meara, Gary Wingrove, J. D. Heffern, Alan Batt
Summary: This review explores the successes and learnings of community paramedic programmes in education requirements, models of delivery, clinical governance and supervision, scope of roles, and outcomes. The findings highlight a lack of research and understanding in education and scope of role for community paramedics. Standardization in governance and supervision models is lacking, potentially hindering the full potential of community paramedicine. However, evidence supports the implementation of community paramedicine into healthcare system design, resulting in positive patient outcomes and high satisfaction.
HEALTH & SOCIAL CARE IN THE COMMUNITY
(2022)
Article
Emergency Medicine
Mustafa Enes Demirel, Ibrahim Hussein Ali, Mustafa Bogan
Summary: This study analyzed data from patients injured in a terrorist attack in Mogadishu, Somalia, emphasizing the importance of triage and prehospital care systems. The study highlights the necessity of rapid transportation, appropriate triage, effective surgical approaches, and specific postoperative care in disaster management.
AMERICAN JOURNAL OF EMERGENCY MEDICINE
(2021)
Article
Emergency Medicine
Vahid Ghanbari, Ali Ardalan, Armin Zareiyan, Amir Nejati, Dan Hanfling, Alireza Bagheri, Leili Rostamnia
Summary: The study focuses on the ethical criteria for prioritizing patients in disaster triage. The analysis identified efficient and effective triage as well as priority-oriented triage as the main categories. It suggests a combination of measures should be considered to maximize the benefits of casualty prioritization, and further investigations are needed to elaborate on these criteria in decision-making.
BMC EMERGENCY MEDICINE
(2021)
Editorial Material
Anesthesiology
Rob Moss, Christine Gaarder
Summary: Exercising for mass casualty incidents is crucial for maintaining readiness in the healthcare sector. Tailoring exercises to the specific needs of each system and conducting repeated exercises can increase staff confidence and improve plans.
BRITISH JOURNAL OF ANAESTHESIA
(2022)
Article
Public, Environmental & Occupational Health
Isabel T. Gross, Scott A. Goldberg, Travis Whitfill, Storm Liebling, Angelica Garcia, April Alfano, Adrian Hasdianda, Mark X. Cicero
Summary: The study suggests that brief task-specific drills in pediatric emergency departments can improve administrative disaster preparedness and show potential attractiveness. Further research is needed to study its impact on lasting behavior and patient outcomes.
DISASTER MEDICINE AND PUBLIC HEALTH PREPAREDNESS
(2021)
Article
Medicine, General & Internal
Nabeela S. Malik, Saisakul Chernbumroong, Yuanwei Xu, James Vassallo, Justine Lee, Douglas M. Bowley, Timothy Hodgetts, Christopher G. Moran, Janet M. Lord, Antonio Belli, Damian Keene, Mark Foster, Georgios Gkoutos
Summary: This study compared the performance of major incident triage tools in predicting P1 casualty status in adults in the UK, and found that the BCD Triage Sieve performed best in this nationally representative population. Validated triage category definitions are recommended for future major incidents.
Article
Geriatrics & Gerontology
Hong Zou, Sha Wen, Hongwei Xu
Summary: Research using nationally representative survey data from 2011 and 2014 found that exposure to the SARS epidemic was positively associated with better health behaviors among middle-aged and older Chinese adults. Those who lived in communities affected by the SARS outbreak were more likely to engage in health behaviors such as getting physical exams, having their blood pressure checked, and participating in regular physical exercise in the years following the epidemic. These associations varied by gender and rural-urban residence.
JOURNALS OF GERONTOLOGY SERIES B-PSYCHOLOGICAL SCIENCES AND SOCIAL SCIENCES
(2021)