Prehospital and Disaster Medicine最新文献

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Prehospital Care Under Fire: Strategies for Evacuating Victims from the Mega Terrorist Attack in Israel on October 7, 2023 炮火中的院前救护:2023 年 10 月 7 日以色列特大恐怖袭击的伤员撤离策略
IF 2.2 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-09-18 DOI: 10.1017/s1049023x24000438
Eli Jaffe, Ziv Dadon, Evan Avraham Alpert
{"title":"Prehospital Care Under Fire: Strategies for Evacuating Victims from the Mega Terrorist Attack in Israel on October 7, 2023","authors":"Eli Jaffe, Ziv Dadon, Evan Avraham Alpert","doi":"10.1017/s1049023x24000438","DOIUrl":"https://doi.org/10.1017/s1049023x24000438","url":null,"abstract":"On October 7, 2023, somewhere around 1,500-3,000 terrorists invaded southern Israel killing 1,200 people, injuring 1,455, and taking 239 as hostages resulting in the largest mass-casualty event (MCE) in the country’s history. Most of the victims were civilians who suffered from complex injuries including high-velocity gunshot wounds, blast injuries from rocket-propelled grenades, and burns. Many would later require complex surgeries by all disciplines including general surgeons, vascular surgeons, orthopedists, neurosurgeons, cardiothoracic surgeons, otolaryngologists, oral maxillofacial surgeons, and plastic surgeons. Magen David Adom (MDA) is Israel’s National Emergency Prehospital Medical Organization and a member of the International Red Cross. While there are also private and non-profit ambulance services in Israel, the Ministry of Health has mandated MDA with the charge of managing an MCE. For this event, MDA incorporated a five-part strategy in this mega MCE: (1) extricating victims from areas under fire by bulletproof ambulances, (2) establishing casualty treatment stations in safe areas, (3) ambulance transport from the casualty treatment stations to hospitals, (4) ambulance transport of casualties from safe areas to hospitals, and (5) helicopter transport of victims to hospitals. This is the first time that MDA has responded to a mega MCE of this magnitude and lessons are continually being learned.","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":"14 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142250771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Challenges and Clinical Impact of Medical Search and Rescue Efforts Following the Kahramanmaraş Earthquake. 卡赫拉曼马拉什地震后医疗搜救工作面临的挑战和临床影响。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-09-09 DOI: 10.1017/S1049023X24000463
Mustafa Ferudun Celikmen, Ali Cankut Tatliparmak, Verda Tunaligil, Sarper Yilmaz
{"title":"Challenges and Clinical Impact of Medical Search and Rescue Efforts Following the Kahramanmaraş Earthquake.","authors":"Mustafa Ferudun Celikmen, Ali Cankut Tatliparmak, Verda Tunaligil, Sarper Yilmaz","doi":"10.1017/S1049023X24000463","DOIUrl":"https://doi.org/10.1017/S1049023X24000463","url":null,"abstract":"<p><strong>Background: </strong>This study assesses the operational challenges and clinical outcomes encountered by a university-based Emergency Medical Team (EMT) during the medical search and rescue (mSAR) response to the February 2023 earthquakes in Kahramanmaraş, Turkey.</p><p><strong>Methods: </strong>In this observational study, data were retrospectively collected from 42 individuals who received mSAR services post-earthquake. The challenges were categorized as environmental, logistical, or medical, with detailed documentation of rescue times, patient demographics, injury types, and medical interventions.</p><p><strong>Results: </strong>In this mSAR study, 42 patients from 30 operations were analyzed and divided into environmental (26.2%), logistical (52.4%), and medical (21.4%) challenge groups. Median rescue times were 29 (IQR 28-30), 36.5 (IQR 33.75-77.75), and 30.5 (IQR 29.5-35.5) hours for each group, respectively (P = .002). Age distribution did not significantly differ across groups (P = .067). Hypothermia affected 18.2%, 45.5%, and 66.7% in the respective groups. Extremity injuries were most common in the medical group (88.9%). Intravenous access was highest in the medical group (88.9%), while splinting was more frequent in the medical (55.6%) and logistical (18.2%) groups. Hypothermia was most prevalent in the medical group (66.7%), followed by the logistical group (45.5%). Ambulance transport post-rescue was utilized for a minority in all groups.</p><p><strong>Conclusion: </strong>The study concludes that logistical challenges, more than environmental or medical challenges, significantly prolong the duration of mSAR operations and exacerbate clinical outcomes like hypothermia, informing future enhancements in disaster response planning and execution.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"1-6"},"PeriodicalIF":2.1,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142157188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bleeding Control Protections Within US Good Samaritan Laws - CORRIGENDUM. 美国好撒玛利亚人法中的出血控制保护 - CORRIGENDUM.
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-10-21 DOI: 10.1017/S1049023X24000499
Matthew J Levy, Christopher M Wend, William P Flemming, Antoin Lazieh, Andrew J Rosenblum, Candace M Pineda, Douglas M Wolfberg, Jennifer Lee Jenkins, Craig A Goolsby, Asa M Margolis
{"title":"Bleeding Control Protections Within US Good Samaritan Laws - CORRIGENDUM.","authors":"Matthew J Levy, Christopher M Wend, William P Flemming, Antoin Lazieh, Andrew J Rosenblum, Candace M Pineda, Douglas M Wolfberg, Jennifer Lee Jenkins, Craig A Goolsby, Asa M Margolis","doi":"10.1017/S1049023X24000499","DOIUrl":"https://doi.org/10.1017/S1049023X24000499","url":null,"abstract":"","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":"39 3","pages":"280"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142472966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early Vital Sign Thresholds Associated with 24-Hour Mortality among Trauma Patients: A Trauma Quality Improvement Program (TQIP) Study - CORRIGENDUM. 与创伤患者 24 小时死亡率相关的早期生命体征阈值:创伤质量改进计划 (TQIP) 研究 - CORRIGENDUM。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-05-03 DOI: 10.1017/S1049023X24000384
Michael D April, Andrew D Fisher, Julie A Rizzo, Franklin L Wright, Julie M Winkle, Steven G Schauer
{"title":"Early Vital Sign Thresholds Associated with 24-Hour Mortality among Trauma Patients: A Trauma Quality Improvement Program (TQIP) Study - CORRIGENDUM.","authors":"Michael D April, Andrew D Fisher, Julie A Rizzo, Franklin L Wright, Julie M Winkle, Steven G Schauer","doi":"10.1017/S1049023X24000384","DOIUrl":"10.1017/S1049023X24000384","url":null,"abstract":"","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"279"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140857812","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ambulance Transports from NCAA Division 1 Football Games. NCAA 一级联盟足球比赛的救护车转运。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-10-10 DOI: 10.1017/S1049023X24000402
Aditya C Shekhar, Abel Alexander, Michael Simms, Mehek Jahan, Anna Haugen, Michelle Lu, Robert Ball, Jeffrey Clement
{"title":"Ambulance Transports from NCAA Division 1 Football Games.","authors":"Aditya C Shekhar, Abel Alexander, Michael Simms, Mehek Jahan, Anna Haugen, Michelle Lu, Robert Ball, Jeffrey Clement","doi":"10.1017/S1049023X24000402","DOIUrl":"10.1017/S1049023X24000402","url":null,"abstract":"<p><strong>Introduction: </strong>There is significant public health interest towards providing medical care at mass-gathering events. Furthermore, mass gatherings have the potential to have a detrimental impact on the availability of already-limited municipal Emergency Medical Services (EMS) resources. This study presents a cross-sectional descriptive analysis to report broad trends regarding patients who were transported from National Collegiate Athletic Association (NCAA) Division 1 collegiate football games at a major public university in order to better inform emergency preparedness and resource planning for mass gatherings.</p><p><strong>Methods: </strong>Patient care reports (PCRs) from ambulance transports originating from varsity collegiate football games at the University of Minnesota across six years were examined. Pertinent information was abstracted from each PCR.</p><p><strong>Results: </strong>Across the six years of data, there were a total of 73 patient transports originating from NCAA collegiate football games: 45.2% (n = 33) were male, and the median age was 22 years. Alcohol-related chief complaints were involved in 50.7% (n = 37) of transports. In total, 31.5% of patients had an initial Glasgow Coma Scale (GCS) of less than 15. The majority (65.8%; n = 48; 0.11 per 10,000 attendees) were transported by Basic Life Support (BLS) ambulances. The remaining patients (34.2%; n = 25; 0.06 per 10,000 attendees) were transported by Advanced Life Support (ALS) ambulances and were more likely to be older, have abnormal vital signs, and have a lower GCS.</p><p><strong>Conclusions: </strong>This analysis of ambulance transports from NCAA Division 1 collegiate football games emphasizes the prevalence of alcohol-related chief complaints, but also underscores the likelihood of more life-threatening conditions at mass gatherings. These results and additional research will help inform emergency preparedness at mass-gathering events.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"266-269"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11496207/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142392676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating Disaster and Dignitary Medicine Principles into a Medical Framework for Organizational Travel Health and Security Planning. 将灾难医学和尊严医学原则纳入组织旅行健康和安全规划的医学框架。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-05-17 DOI: 10.1017/S1049023X2400044X
Derrick Tin, Fredrik Granholm, Michael Guirguis, Mobarak Almulhim, Gregory Ciottone
{"title":"Integrating Disaster and Dignitary Medicine Principles into a Medical Framework for Organizational Travel Health and Security Planning.","authors":"Derrick Tin, Fredrik Granholm, Michael Guirguis, Mobarak Almulhim, Gregory Ciottone","doi":"10.1017/S1049023X2400044X","DOIUrl":"10.1017/S1049023X2400044X","url":null,"abstract":"<p><p>This Editorial explores organizational travel risk management and advocates for a comprehensive approach to fortify health security for travelers, emphasizing proactive risk management, robust assessments, and strategic planning. Leveraging insights from very important persons (VIP) protocols, organizations can enhance duty of care and ensure personnel safety amidst global travel complexities.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"233-235"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140958963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Collegiate Football Games on Emergency Response Intervals: A Case Study of College Station, Texas (USA). 大学橄榄球赛对应急响应间隔的影响:美国德克萨斯州大学站案例研究》。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-10-21 DOI: 10.1017/S1049023X24000487
Christine Crudo Blackburn, Mayra Rico
{"title":"Impact of Collegiate Football Games on Emergency Response Intervals: A Case Study of College Station, Texas (USA).","authors":"Christine Crudo Blackburn, Mayra Rico","doi":"10.1017/S1049023X24000487","DOIUrl":"10.1017/S1049023X24000487","url":null,"abstract":"<p><strong>Objectives: </strong>Little is known about how mass gatherings affect emergency response intervals. Previous research suggests that college football games increase ambulance transport intervals, but their impact on emergency response intervals is unexplored. This study examines how collegiate home football games in College Station, Texas (USA) affect emergency vehicle response intervals.</p><p><strong>Methods: </strong>The study determined the impact of collegiate football games on emergency response intervals using incident data provided by the College Station Fire Department (CSFD). Home games during the 2021-2023 Texas A&M University (TAMU) football seasons were the period of interest. Responses for a 72-hour period (Friday-Sunday) on home game weekends (HGWs) and non-home game weekends (NHGWs) were included (n = 5,095).</p><p><strong>Results: </strong>Response intervals on football HGWs were an average of 30 seconds faster than on NHGWs. Emergency vehicles were 16.5% less likely to respond from fire station locations on HGWs compared to NHGWs. There was also a 12.1% increase in the number of calls to campus locations and a 9.7% increase in calls to the local entertainment district on HGWs compared to NHGWs.</p><p><strong>Conclusions: </strong>Home collegiate football games do not delay response intervals for emergency response vehicles. Further research is needed to determine if these findings can be reproduced in other communities.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":"39 3","pages":"270-274"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142472967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Pilot Randomized Controlled Trial of Augmented Reality Just-in-Time Guidance for the Performance of Rugged Field Procedures. 增强现实适时指导执行恶劣野外程序的试点随机对照试验。
IF 2.1 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-06-01 Epub Date: 2024-05-07 DOI: 10.1017/S1049023X24000372
Laurel O'Connor, Sepahrad Zamani, Xinyi Ding, Nicolette McGeorge, Susan Latiff, Cindy Liu, Jorge Acevedo Herman, Matthew LoConte, Andrew Milsten, Michael Weiner, Timothy Boardman, Martin Reznek, Michael Hall, John P Broach
{"title":"A Pilot Randomized Controlled Trial of Augmented Reality Just-in-Time Guidance for the Performance of Rugged Field Procedures.","authors":"Laurel O'Connor, Sepahrad Zamani, Xinyi Ding, Nicolette McGeorge, Susan Latiff, Cindy Liu, Jorge Acevedo Herman, Matthew LoConte, Andrew Milsten, Michael Weiner, Timothy Boardman, Martin Reznek, Michael Hall, John P Broach","doi":"10.1017/S1049023X24000372","DOIUrl":"10.1017/S1049023X24000372","url":null,"abstract":"<p><strong>Introduction: </strong>Medical resuscitations in rugged prehospital settings require emergency personnel to perform high-risk procedures in low-resource conditions. Just-in-Time Guidance (JITG) utilizing augmented reality (AR) guidance may be a solution. There is little literature on the utility of AR-mediated JITG tools for facilitating the performance of emergent field care.</p><p><strong>Study objective: </strong>The objective of this study was to investigate the feasibility and efficacy of a novel AR-mediated JITG tool for emergency field procedures.</p><p><strong>Methods: </strong>Emergency medical technician-basic (EMT-B) and paramedic cohorts were randomized to either video training (control) or JITG-AR guidance (intervention) groups for performing bag-valve-mask (BVM) ventilation, intraosseous (IO) line placement, and needle-decompression (Needle-d) in a medium-fidelity simulation environment. For the interventional condition, subjects used an AR technology platform to perform the tasks. The primary outcome was participant task performance; the secondary outcomes were participant-reported acceptability. Participant task score, task time, and acceptability ratings were reported descriptively and compared between the control and intervention groups using chi-square analysis for binary variables and unpaired t-testing for continuous variables.</p><p><strong>Results: </strong>Sixty participants were enrolled (mean age 34.8 years; 72% male). In the EMT-B cohort, there was no difference in average task performance score between the control and JITG groups for the BVM and IO tasks; however, the control group had higher performance scores for the Needle-d task (mean score difference 22%; P = .01). In the paramedic cohort, there was no difference in performance scores between the control and JITG group for the BVM and Needle-d tasks, but the control group had higher task scores for the IO task (mean score difference 23%; P = .01). For all task and participant types, the control group performed tasks more quickly than in the JITG group. There was no difference in participant usability or usefulness ratings between the JITG or control conditions for any of the tasks, although paramedics reported they were less likely to use the JITG equipment again (mean difference 1.96 rating points; P = .02).</p><p><strong>Conclusions: </strong>This study demonstrated preliminary evidence that AR-mediated guidance for emergency medical procedures is feasible and acceptable. These observations, coupled with AR's promise for real-time interaction and on-going technological advancements, suggest the potential for this modality in training and practice that justifies future investigation.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"257-265"},"PeriodicalIF":2.1,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140863770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid Ultrasonography for Shock and Hypotension Protocol Performed using Handheld Ultrasound Devices by Paramedics in a Moving Ambulance: Evaluation of Image Accuracy and Time in Motion. 医护人员在移动的救护车上使用手持超声波设备对休克和低血压进行快速超声波检查:评估图像准确性和运动时间。
IF 2.2 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-05-17 DOI: 10.1017/S1049023X24000426
Burcu Azapoglu Kaymak, Merve Eksioglu
{"title":"Rapid Ultrasonography for Shock and Hypotension Protocol Performed using Handheld Ultrasound Devices by Paramedics in a Moving Ambulance: Evaluation of Image Accuracy and Time in Motion.","authors":"Burcu Azapoglu Kaymak, Merve Eksioglu","doi":"10.1017/S1049023X24000426","DOIUrl":"https://doi.org/10.1017/S1049023X24000426","url":null,"abstract":"<p><strong>Introduction: </strong>Handheld ultrasound (US) devices have become increasingly popular since the early 2000s due to their portability and affordability compared to conventional devices. The Rapid Ultrasonography for Shock and Hypotension (RUSH) protocol, introduced in 2009, has shown promising accuracy rates when performed with handheld devices. However, there are limited data on the accuracy of such examinations performed in a moving ambulance. This study aimed to assess the feasibility and accuracy of the RUSH protocol performed by paramedics using handheld US devices in a moving ambulance.</p><p><strong>Objectives: </strong>The study aimed to examine the performability of the RUSH protocol with handheld US devices in a moving ambulance and to evaluate the accuracy of diagnostic views obtained within an appropriate time frame.</p><p><strong>Methods: </strong>A prospective study was conducted with paramedics who underwent theoretical and practical training in the RUSH protocol. The participants performed the protocol using a handheld US device in both stationary and moving ambulances. Various cardiac and abdominal views were obtained and evaluated for accuracy. The duration of the protocol performance was recorded for each participant.</p><p><strong>Results: </strong>Nine paramedics completed the study, with 18 performances each in both stationary and moving ambulance groups. The accuracy of diagnostic views obtained during the RUSH protocol did not significantly differ between the stationary and moving groups. However, the duration of protocol performance was significantly shorter in the moving group compared to the stationary group.</p><p><strong>Conclusion: </strong>Paramedics demonstrated the ability to perform the RUSH protocol effectively using handheld US devices in both stationary and moving ambulances following standard theoretical and practical training. The findings suggest that ambulance movement does not significantly affect the accuracy of diagnostic views obtained during the protocol. Further studies with larger sample sizes are warranted to validate these findings and explore the potential benefits of prehospital US in dynamic environments.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"1-6"},"PeriodicalIF":2.2,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140959003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Applications and Performance of Machine Learning Algorithms in Emergency Medical Services: A Scoping Review. 紧急医疗服务中机器学习算法的应用和性能:范围审查。
IF 2.2 4区 医学
Prehospital and Disaster Medicine Pub Date : 2024-05-17 DOI: 10.1017/S1049023X24000414
Ahmad Alrawashdeh, Saeed Alqahtani, Zaid I Alkhatib, Khalid Kheirallah, Nebras Y Melhem, Mahmoud Alwidyan, Arwa M Al-Dekah, Talal Alshammari, Ziad Nehme
{"title":"Applications and Performance of Machine Learning Algorithms in Emergency Medical Services: A Scoping Review.","authors":"Ahmad Alrawashdeh, Saeed Alqahtani, Zaid I Alkhatib, Khalid Kheirallah, Nebras Y Melhem, Mahmoud Alwidyan, Arwa M Al-Dekah, Talal Alshammari, Ziad Nehme","doi":"10.1017/S1049023X24000414","DOIUrl":"https://doi.org/10.1017/S1049023X24000414","url":null,"abstract":"<p><strong>Objective: </strong>The aim of this study was to summarize the literature on the applications of machine learning (ML) and their performance in Emergency Medical Services (EMS).</p><p><strong>Methods: </strong>Four relevant electronic databases were searched (from inception through January 2024) for all original studies that employed EMS-guided ML algorithms to enhance the clinical and operational performance of EMS. Two reviewers screened the retrieved studies and extracted relevant data from the included studies. The characteristics of included studies, employed ML algorithms, and their performance were quantitively described across primary domains and subdomains.</p><p><strong>Results: </strong>This review included a total of 164 studies published from 2005 through 2024. Of those, 125 were clinical domain focused and 39 were operational. The characteristics of ML algorithms such as sample size, number and type of input features, and performance varied between and within domains and subdomains of applications. Clinical applications of ML algorithms involved triage or diagnosis classification (n = 62), treatment prediction (n = 12), or clinical outcome prediction (n = 50), mainly for out-of-hospital cardiac arrest/OHCA (n = 62), cardiovascular diseases/CVDs (n = 19), and trauma (n = 24). The performance of these ML algorithms varied, with a median area under the receiver operating characteristic curve (AUC) of 85.6%, accuracy of 88.1%, sensitivity of 86.05%, and specificity of 86.5%. Within the operational studies, the operational task of most ML algorithms was ambulance allocation (n = 21), followed by ambulance detection (n = 5), ambulance deployment (n = 5), route optimization (n = 5), and quality assurance (n = 3). The performance of all operational ML algorithms varied and had a median AUC of 96.1%, accuracy of 90.0%, sensitivity of 94.4%, and specificity of 87.7%. Generally, neural network and ensemble algorithms, to some degree, out-performed other ML algorithms.</p><p><strong>Conclusion: </strong>Triaging and managing different prehospital medical conditions and augmenting ambulance performance can be improved by ML algorithms. Future reports should focus on a specific clinical condition or operational task to improve the precision of the performance metrics of ML models.</p>","PeriodicalId":20400,"journal":{"name":"Prehospital and Disaster Medicine","volume":" ","pages":"1-11"},"PeriodicalIF":2.2,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140958995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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