• 제목/요약/키워드: Out-of-hospital cardiac arrest(OHCA)

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119 응급신고에서 수보요원과 신고자의 통화분석을 활용한 머신 러닝 기반의 심정지 탐지 모델 (Machine-learning-based out-of-hospital cardiac arrest (OHCA) detection in emergency calls using speech recognition)

  • 김종인;이주영;정지오;신대진;최동현;김기홍;홍기정;김선희;정민화
    • 말소리와 음성과학
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    • 제15권4호
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    • pp.109-118
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    • 2023
  • 심정지는 초기 대응에 따라 생존율과 예후에 영향을 미치는 중요한 응급 상황이다. 특히 병원밖심정지(out-of-hospital cardiac arrest, OHCA)의 경우, 119 구조대의 초기 조치가 심정지 환자의 생존율을 높이는 데 결정적인 역할을 한다. 그러나 국내에서는 수보요원의 수가 제한적이지만 다량의 신고 전화에 응대해야 하는 현실이다. 이런 상황에서 머신러닝 기반의 OHCA 탐지 프로그램은 수보요원의 보조 역할로 심정지 환자의 생존률을 높일 수 있다. 본 연구에서는 이러한 문제를 해결하기 위해 머신러닝 기반의 심정지(OHCA) 탐지 프로그램을 개발하였다. 이 프로그램은 수보요원과 신고자의 통화 녹취록을 분석하여 심정지 여부를 판단한다. 제안한 모델은 수보요원 및 신고자와의 통화를 자동으로 전사하는 모델, 텍스트 기반의 심정지 탐지 모델, 그리고 프로그램 개발을 위한 서버와 클라이언트로 구성되어 있다. 실험 결과, 본 연구에서 제안한 모델은 F1 점수 기준으로 79.49%의 성능을 보였으며, 수보요원과 비교하여 심정지 감지 시간을 15초 단축하였다. 이 연구는 소규모 데이터셋을 사용하였음에도 불구하고, 심정지 기반의 탐지 프로그램이 수보요원의 보조 역할로 심정지 생존률에 기여할 수 있음을 입증하였다.

Cardiac Arrest Management in the Workplace: Improving but Not Enough?

  • Alexis Descatha;Francois Morin;Marc Fadel;Thomas Bizouard;Romain Mermillod-Blondin;Julien Turk;Alexandre Armaingaud;Helene Duhem;Dominique Savary
    • Safety and Health at Work
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    • 제14권1호
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    • pp.131-134
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    • 2023
  • The aim was to describe out-of-hospital cardiac arrest (OHCA) occurring in the workplace of a large emergency network, and compare the evolution of their management in the last 15 years. A retrospective study based on data from the Northern Alps Emergency Network compared characteristics of OHCA between cases in and out the workplace, and between cases occurring from January 2004 to December 2010 and from January 2011 to December 2017. Among the 15,320 OHCA cases included, 320 occurred in the workplace (2.1%). They were more often in younger men, and happened more frequently in an area with access to public defibrillation, had more often a shockable rhythm, had a cardiopulmonary resuscitation started by a bystander more frequently, and had a better outcome. Cardiopulmonary resuscitation started by a bystander was the only chain of survival link that improved for cases occurring after December 2010. Workplace OHCA seems to be managed more effectively than others; however, only a slight survival improvement was observed, suggesting that progress is still needed.

병원 외 심정지 환자에서 119 구급대원의 전문기도유지술 시행에 영향을 미치는 요인 (Factors associated with advanced airway management while performing cardiopulmonary resuscitation for out-of-hospital cardiac arrest patients by 119 EMT)

  • 서아람;김대희
    • 한국응급구조학회지
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    • 제23권1호
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    • pp.157-163
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    • 2019
  • Purpose: Advanced airway maintenance improves the quality of cardiopulmonary resuscitation (CPR) for out-of-hospital cardiac arrest (OHCA) patients. In this study, we evaluate the factors associated with advanced airway management while performing CPR for out-of-hospital cardiac arrest patients by 119 emergency medical technicians (EMTs). Methods: The observational analysis method was used ro retrospectively collect data from 119 rescue run sheets. This study was conducted in a fire station in Seoul, Korea. The subjects of this study were defined as OHCA patients who received CPR from July 2016 to June 2018. We divided the subjects into two groups according to whether advanced airway maintenance was performed or not, and then compared and analyzed both groups. We performed logistic regression analyses for characteristics that differed significantly between groups. Results: Out of 188 OHCA patients, 146 (77.7%) had received advanced airway management. Statistically significant differences in the logistic analysis were found regarding the total number of EMT professionals (adjusted odds ration [aOR]: 1.955; 95% confidence interval [CI]: 1.227-3.115; p=0.005) and scene-time (aOR:1.119;95%CI:1.019-1.228;p=0.019). Conclusion: Advanced airway maintenance while performing CPR for OHCA patients by EMT associated primarily with ensuring an adequate numbers of EMT professionals and sufficient scene time.

Outcomes in patients with out-of-hospital cardiac arrest according to prehospital advanced airway management timing: a retrospective observational study

  • Sang-Hun Lee;Hyun Wook Ryoo
    • Journal of Yeungnam Medical Science
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    • 제41권4호
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    • pp.288-295
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    • 2024
  • Background: In patients with out-of-hospital cardiac arrest (OHCA), guidelines recommend advanced airway (AA) management at the advanced cardiovascular life support stage; however, the ideal timing remains controversial. Therefore, we evaluated the prognosis according to the timing of AA in patients with OHCA. Methods: We conducted a retrospective observational study of patients with OHCA at six major hospitals in Daegu Metropolitan City, South Korea, from August 2019 to June 2022. We compared groups with early and late AA and evaluated prognosis, including recovery of spontaneous circulation (ROSC), survival to discharge, and neurological evaluation, according to AA timing. Results: Of 2,087 patients with OHCA, 945 underwent early AA management and 1,142 underwent late AA management. The timing of AA management did not influence ROSC in the emergency department (5-6 minutes: adjusted odds ratio [aOR], 0.97; p=0.914; 7-9 minutes: aOR, 1.37; p=0.223; ≥10 minutes: aOR, 1.32; p=0.345). The timing of AA management also did not influence survival to discharge (5-6 minutes: aOR, 0.79; p=0.680; 7-9 minutes: aOR, 1.04; p=0.944; ≥10 minutes: aOR, 1.86; p=0.320) or good neurological outcomes (5-6 minutes: aOR, 1.72; p=0.512; 7-9 minutes: aOR, 0.48; p=0.471; ≥10 minutes: aOR, 0.96; p=0.892). Conclusion: AA timing in patients with OHCA was not associated with ROSC, survival to hospital discharge, or neurological outcomes.

Effect of National Implementation of Telephone CPR Program to Improve Outcomes from Out-of-Hospital Cardiac Arrest: an Interrupted Time-Series Analysis

  • Lee, Yu Jin;Hwang, Seung-sik;Shin, Sang Do;Lee, Seung Chul;Song, Kyoung Jun
    • Journal of Korean Medical Science
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    • 제33권51호
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    • pp.328.1-328.12
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    • 2018
  • Background: In cardiac arrest, the survival rate increases with the provision of bystander cardiopulmonary resuscitation (CPR), of which the initial response and treatment are critical. Telephone CPR is among the effective methods that might increase the provision of bystander CPR. This study aimed to describe and examine the improvement of neurological outcomes in individuals with out-of-hospital acute cardiac arrest by implementing the nationwide, standardized telephone CPR program. Methods: Data from the emergency medical service-based cardiac arrest registry that were collected between 2009 and 2014 were used. The effectiveness of the intervention in the interrupted time-series study was determined via a segmented regression analysis, which showed the risk ratio and risk difference in good neurological outcomes before and after the intervention. Results: Of 164,221 patients, 148,403 were analyzed. However, patients with unknown sex and limited data on treatment outcomes were excluded. Approximately 64.3% patients were men, with an average age of 63.7 years. The number of bystander CPR increased by 3.3 times (95% confidence interval [CI], 3.1-3.5) after the intervention, whereas the rate of good neurological outcomes increased by 2.6 times (95% CI, 2.3-2.9 [1.6%]; 1.4-1.7). The excess number was identified based on the differences between the observed and predicted trends. In total, 2,127 cases of out-of-hospital cardiac arrest (OHCA) after the intervention period received additional bystander CPR, and 339 cases of OHCA had good neurological outcomes. Conclusion: The nationwide implementation of the standardized telephone CPR program increased the number of bystander CPR and improved good neurological outcomes.

지역사회 응급의료 자원이 병원 밖 심장정지 환자의 생존에 미치는 영향 (Effects of community emergency medical resources on survival in out-of-hospital cardiac arrest)

  • 조윤주;김광기
    • 한국응급구조학회지
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    • 제25권1호
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    • pp.205-221
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    • 2021
  • Purpose: This paper is to determine whether automatic defibrillators (AEDs) deployed across communities make a contribution to prevent death in patients with acute cardiac arrest out-of-hospital. Methods: A total of 30,179 cases of cardiac arrest investigation data from the Korea Centers for Disease Control and Prevention was matched to those on emergency medical statistics drawn from annual report for the 2018 Central Emergency Medical Center, and statistics from the National Statistical Office in 2018. Results: Multiple logistic regression analyses revealed that availability of emergency medical resources across associated with different survival rates at emergency room after taking variability of the patient's personal characteristics and episodic situational characteristics held constant. The survival rate was 1.71 times higher for patients living in communities with more than 105 AEDs avaiable per 100,000 inhabitants than for those living in communities with less than 55 AEDs. Conclusion: The survival-related factors of patients with acute cardiac arrest that occurred out-of-hospital were found to be associated with patients' and episodic situational characteristics. The hospital stage were found to be associated with patients characteristics and episodic situational characteristics, The variability of AED available in a community has an impact on survival rate after emergency room treatment.

A Systematic Review of the Mechanical CPR and Manual CPR on Out-of-Hospital Cardiac Arrest Occurring in High-rise Building

  • ChanHo, Lee;ByounGgil, Yoon;HongBeom, Ahn;YongSeok, Kim
    • International Journal of Advanced Culture Technology
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    • 제10권4호
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    • pp.434-443
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    • 2022
  • CPR in High-rise building is one of the challenging tasks to 119 paramedics, evacuating patient from the narrow and vertical area. This study was built to compare the method of mechanical CPR and manual CPR is to maximizing on-scene treatment time, and minimizing the hand-off time in cardiac arrest, transporting patient as fast as possible. The electronic data research (Science, Pubmed, Medline, Medline and 55 academic DB interworking) was conducted, and five articles were included by reviewing and excluding through the Covidence program and Review Manager version 5.4(Cochrane Collaboration). OHCA occurring on the higher floor indicates lower in survival. A total studies uniformly reported mechanical CPR is more effective during the high-rise building evacuation, than manual CPR in rate, depth, and hands-on time of chest compression. Use of mechanical CPR device is more suitable in case of High-rise building OHCA to improve the survival rate which is affected by high-quality CPR.

코로나 전후 보험유형에 따른 서울 지역 병원밖 급성심정지 환자의 결과 비교 (Comparing the outcomes of out-of-hospital cardiac arrest between national health insurance and medical aid in Seoul before and during COVID-19 pandemic)

  • 이경열
    • 한국응급구조학회지
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    • 제27권3호
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    • pp.7-16
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    • 2023
  • Purpose: The objective of this study was to compare the outcome of out-of-hospital cardiac arrest (OHCA) between National Health Insurance(NHI) and Medical Aid(MA), before (2019) and during 2020 COVID-19 in Seoul. Methods: This is a retrospective cohort study that used nationwide OHCA registry collected in 2019 and 2020. The participants were patients with medical etiology who lived in Seoul and were transferred by 119 ambulance in Seoul. It was classified into NHI and MA according to health insurance status. Main outcomes included survival rate and good neurological recovery. Results: A total of 2,888 patients (2,543 NHI and 345 MA) in 2019 and 2,949 patients (2,638 NHI and 311 MA) in 2020 were included. In 2020, the bystander cardiopulmonary resuscitation (CPR), was significantly lower in MA (25.7%) than in NHI (38.1%). Survival rate in the MA decreased from 11.6% in 2019 to 10.6% in 2020, while increased from 10.1% to 13.3% in NHI. The odds ratio of good neurological recovery were 0.47 (95%CI, 0.25-0.86) for the MA group compared with NHI during 2020 COVID-19. Conclusion: There were disparities in bystander CPR and good neurological recovery by health insurance status during COVID-19 pandemic. Public health interventions should strive to reduce disparity of MA group in OHCA.

수리계획법을 활용한 방재자원 배치 최적화: AED 배치 사례 (Mathematical Programming and Optimization of the Resource Allocation and Deployment for Disaster Response : AED case study)

  • 황성은;이나경;장동국;신동일
    • 한국가스학회지
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    • 제25권3호
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    • pp.53-58
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    • 2021
  • 노년층뿐만 아니라 청년층에 속하는 성인들 사이에서도 병원 외 심장정지(OHCA)를 겪는 심장질환자의 수가 증가하고 있다. 자동심장충격기(AED)는 병원 외 심장정지 환자의 생존율을 개선하는 데 있어 긴요하다. 심장정지 생존율은 제세동 시간에 대하여 지수적으로 감소(decline exponentially)하는 것으로 밝혀졌으나, 자동심장충격기의 최적 배치에 있어 심장정지 생존율의 이러한 특성을 반영한 국내 연구가 미미한 상황이다. 본 연구에서는 자동심장충격기의 최적 입지를 결정하기 위하여 exponential decay coverage 함수를 갖는 최대 gradual coverage 입지 모델에 대하여 고찰하였다. exponential decay coverage 함수는 심장정지 환자의 생존율에 대한 과다추정을 완화한다. 향후 시뮬레이션을 통하여 랜덤한 행인 위치 및 이동을 반영함으로써 행인의 심정지 대응에 있어 창발적인(emergent) 특징을 식별할 수 있는 시설 입지 모델이 개발될 것으로 예측된다.

Association between prehospital i-gel insertion and PCO2 in patients with out-of-hospital cardiac arrest

  • ;;;;;;최민정
    • 대한응급의학회지
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    • 제29권6호
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    • pp.578-584
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    • 2018
  • Objective: This study examined the initial partial pressure of carbon dioxide ($PCO_2$) as a possible indicator of prehospital ventilation and its association with prehospital i-gel in out-of-hospital cardiac arrest (OHCA) patients. Methods: The demographics and arrest parameters, including i-gel insertion and initial arterial blood gas analysis, of OHCA patients who visited the emergency department were analyzed retrospectively. Linear regression analysis was performed to examine the association between i-gel insertion and the initial $PCO_2$. Results: A total of 106 patients were investigated. Fifty-six patients had prehospital i-gel insertion and 50 patients did not have a prehospital advanced airway. The initial $PCO_2$ was higher in the i-gel group than the no advanced airway group (105.2 mmHg [77.5-134.9] vs. 87.5 mmHg [56.8-115.3], P=0.03). Prehospital i-gel insertion was associated with a higher initial $PCO_2$ level (${\beta}$ coefficient, 20.3; 95% confidence interval, 2.6-37.9; P=0.03). Conclusion: Prehospital insertion of i-gel was associated with higher initial $PCO_2$ values in OHCA patients compared to no advanced airway.