Acute and Critical Care

Original Articles

Rapid response system
Development and implementation of an artificial intelligence–enhanced care model to improve patient safety in hospital wards in Spain: Alejandro Huete-Garcia, Sara Rodriguez-Lopez; Acute Crit Care. 2024;39(4):488-498. Published online November 18, 2024; DOI: https://doi.org/10.4266/acc.2024.00759

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Abstract PDF: Background
Early detection of critical events in hospitalized patients improves clinical outcomes and reduces mortality rates. Traditional early warning score systems, such as the National Early Warning Score 2 (NEWS2), effectively identify at-risk patients. Integrating artificial intelligence (AI) could enhance the predictive accuracy and operational efficiency of such systems. The study describes the development and implementation of an AI-enhanced early warning system based on a modified NEWS2 scale with laboratory parameters (mNEWS2-Lab) and evaluates its ability to improve patient safety in hospital wards.
Methods
For this retrospective cohort study of 3,790 adults admitted to hospital wards, data were collected before and after implementing the mNEWS2-Lab protocol with and without AI enhancement. The study used a multivariate prediction model with statistical analyses such as Fisher's chi-square test, relative risk (RR), RR reduction, and various AI models (logistic regression, decision trees, neural networks). The economic cost of the intervention was also analyzed.
Results
The mNEWS2-Lab reduced critical events from 6.15% to 2.15% (RR, 0.35; P<0.001), representing a 65% risk reduction. AI integration further reduced events to 1.59% (RR, 0.26; P<0.001) indicating a 10% additional risk reduction and enhancing early warning accuracy by 15%. The intervention was cost-effective, resulting in substantial savings by reducing critical events in hospitalized patients.
Conclusions
The mNEWS2-Lab scale, particularly when integrated with AI models, is a powerful and cost-effective tool for the early detection and prevention of critical events in hospitalized patients.

Pulmonary
Utilization of pain and sedation therapy on noninvasive mechanical ventilation in Korean intensive care units: a multi-center prospective observational study: Taehee Kim, Jung Soo Kim, Eun Young Choi, Youjin Chang, Won-Il Choi, Jae-Joon Hwang, Jae Young Moon, Kwangha Lee, Sei Won Kim, Hyung Koo Kang, Yun Su Sim, Tai Sun Park, Seung Yong Park, Sunghoon Park, Jae Hwa Cho; Acute Crit Care. 2020;35(4):255-262. Published online November 9, 2020; DOI: https://doi.org/10.4266/acc.2020.00164; Correction in: Acute Crit Care 2021;36(2):172

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Background
The use of sedative drugs may be an important therapeutic intervention during noninvasive ventilation (NIV) in intensive care units (ICUs). The purpose of this study was to assess the current application of analgosedation in NIV and its impact on clinical outcomes in Korean ICUs.
Methods
Twenty Korean ICUs participated in the study, and data was collected on NIV use during the period between June 2017 and February 2018. Demographic data from all adult patients, NIV clinical parameters, and hospital mortality were included.
Results
A total of 155 patients treated with NIV in the ICUs were included, of whom 26 received pain and sedation therapy (sedation group) and 129 did not (control group). The primary cause of ICU admission was due to acute exacerbation of obstructed lung disease (45.7%) in the control group and pneumonia treatment (53.8%) in the sedation group. In addition, causes of NIV application included acute hypercapnic respiratory failure in the control group (62.8%) and post-extubation respiratory failure in the sedation group (57.7%). Arterial partial pressure of carbon dioxide (PaCO2) levels before and after 2 hours of NIV treatment were significantly decreased in both groups: from 61.9±23.8 mm Hg to 54.9±17.6 mm Hg in the control group (P<0.001) and from 54.9±15.1 mm Hg to 51.1±15.1 mm Hg in the sedation group (P=0.048). No significant differences were observed in the success rate of NIV weaning, complications, length of ICU stay, ICU survival rate, or hospital survival rate between the groups.
Conclusions
In NIV patients, analgosedation therapy may have no harmful effects on complications, NIV weaning success, and mortality compared to the control group. Therefore, sedation during NIV may not be unsafe and can be used in patients for pain control when indicated.

Citations

Citations to this article as recorded by

Sedation and analgesia strategies for non-invasive mechanical ventilation: A systematic review and meta-analysis
Baolu Yang, Leyi Gao, Zhaohui Tong
Heart & Lung.2024; 63: 42. CrossRef
Effect of Music Therapy and Sound Isolation on the Comfort of Mechanically Ventilated Patients
Sinem Çalışkan, Esra Akın, Mehmet Uyar
Turkish Journal of Intensive Care.2024; 22(1): 83. CrossRef
Remifentanil vs. dexmedetomidine for cardiac surgery patients with noninvasive ventilation intolerance: a multicenter randomized controlled trial
Guang-wei Hao, Jia-qing Wu, Shen-ji Yu, Kai Liu, Yan Xue, Qian Gong, Rong-cheng Xie, Guo-guang Ma, Ying Su, Jun-yi Hou, Yi-jie zhang, Wen-jun Liu, Wei Li, Guo-wei Tu, Zhe Luo
Journal of Intensive Care.2024;[Epub] CrossRef
Challenges in Non-Invasive Ventilation: Understanding the Causes of NIV Failure and Complications
Erdem Yalçınkaya, Emel Eryüksel, Sait Karakurt, Hüseyin Arıkan, Sehnaz Olgun, Umut Sabri Kasapoğlu
OSMANGAZİ JOURNAL OF MEDICINE.2024;[Epub] CrossRef
2021 KSCCM clinical practice guidelines for pain, agitation, delirium, immobility, and sleep disturbance in the intensive care unit
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Comfort During Non-invasive Ventilation
Gianmaria Cammarota, Rachele Simonte, Edoardo De Robertis
Frontiers in Medicine.2022;[Epub] CrossRef
Current status of treatment of acute respiratory failure in Korea
Yong Jun Choi, Jae Hwa Cho
Journal of the Korean Medical Association.2022; 65(3): 124. CrossRef
Treatment of acute respiratory failure: noninvasive mechanical ventilation
Sunghoon Park
Journal of the Korean Medical Association.2022; 65(3): 144. CrossRef
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Soo Hee Lee, Seong-Chun Kwon, Seong-Ho Ok, Seung Hyun Ahn, Sung Il Bae, Ji-Yoon Kim, Yeran Hwang, Kyeong-Eon Park, Mingu Kim, Ju-Tae Sohn
International Journal of Molecular Sciences.2022; 23(8): 4320. CrossRef

Rapid response system
Effectiveness of a daytime rapid response system in hospitalized surgical ward patients: Eunjin Yang, Hannah Lee, Sang-Min Lee, Sulhee Kim, Ho Geol Ryu, Hyun Joo Lee, Jinwoo Lee, Seung-Young Oh; Acute Crit Care. 2020;35(2):77-86. Published online May 13, 2020; DOI: https://doi.org/10.4266/acc.2019.00661

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Abstract PDF Supplementary Material

Background
Clinical deteriorations during hospitalization are often preventable with a rapid response system (RRS). We aimed to investigate the effectiveness of a daytime RRS for surgical hospitalized patients.
Methods
A retrospective cohort study was conducted in 20 general surgical wards at a 1,779-bed University hospital from August 2013 to July 2017 (August 2013 to July 2015, pre-RRS-period; August 2015 to July 2017, post-RRS-period). The primary outcome was incidence of cardiopulmonary arrest (CPA) when the RRS was operating. The secondary outcomes were the incidence of total and preventable cardiopulmonary arrest, in-hospital mortality, the percentage of “do not resuscitate” orders, and the survival of discharged CPA patients.
Results
The relative risk (RR) of CPA per 1,000 admissions during RRS operational hours (weekdays from 7 AM to 7 PM) in the post-RRS-period compared to the pre-RRS-period was 0.53 (95% confidence interval [CI], 0.25 to 1.13; P=0.099) and the RR of total CPA regardless of RRS operating hours was 0.76 (95% CI, 0.46 to 1.28; P=0.301). The preventable CPA after RRS implementation was significantly lower than that before RRS implementation (RR, 0.31; 95% CI, 0.11 to 0.88; P=0.028). There were no statistical differences in in-hospital mortality and the survival rate of patients with in-hospital cardiac arrest. Do-not-resuscitate decisions significantly increased during after RRS implementation periods compared to pre-RRS periods (RR, 1.91; 95% CI, 1.40 to 2.59; P<0.001).
Conclusions
The day-time implementation of the RRS did not significantly reduce the rate of CPA whereas the system effectively reduced the rate of preventable CPA during periods when the system was operating.

Citations

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Development and Validation of a Machine Learning Algorithm Using Clinical Pages to Predict Imminent Clinical Deterioration
Bryan D. Steitz, Allison B. McCoy, Thomas J. Reese, Siru Liu, Liza Weavind, Kipp Shipley, Elise Russo, Adam Wright
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Effects of a Rapid Response Team on Patient Outcomes: A Systematic Review
Qiuxia Zhang, Khuan Lee, Zawiah Mansor, Iskasymar Ismail, Yi Guo, Qiao Xiao, Poh Ying Lim
Heart & Lung.2024; 63: 51. CrossRef
Development and Validation of a Deep Learning Model for Prediction of Adult Physiological Deterioration
Supreeth P. Shashikumar, Joshua Pei Le, Nathan Yung, James Ford, Karandeep Singh, Atul Malhotra, Shamim Nemati, Gabriel Wardi
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Clinical significance of acute care surgery system as a part of hospital medical emergency team for hospitalized patients
Kyoung Won Yoon, Kyoungjin Choi, Keesang Yoo, Eunmi Gil, Chi-Min Park
Annals of Surgical Treatment and Research.2023; 104(1): 43. CrossRef
The associations between rapid response systems and their components with patient outcomes: A scoping review
Rebecca J. Piasecki, Cheryl R. Dennison Himmelfarb, Kelly T. Gleason, Rachel M. Justice, Elizabeth A. Hunt
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Hyunjae Im, Hyun Woo Choe, Seung-Young Oh, Ho Geol Ryu, Hannah Lee
Acute and Critical Care.2022; 37(2): 237. CrossRef
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Juliana Vanessa Rincón-López, Diego Larrotta-Castillo, Kelly Estrada-Orozco, Hernando Gaitán-Duarte
Revista Colombiana de Obstetricia y Ginecología.2021; 72(2): 171. CrossRef
Characteristics and Prognosis of Hospitalized Patients at High Risk of Deterioration Identified by the Rapid Response System: a Multicenter Cohort Study
Sang Hyuk Kim, Ji Young Hong, Youlim Kim
Journal of Korean Medical Science.2021;[Epub] CrossRef
Effects of a Rapid Response Team on the Clinical Outcomes of Cardiopulmonary Resuscitation of Patients Hospitalized in General Wards
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Review Article

Rapid response system
Rapid response systems in Korea: Bo Young Lee, Sang-Bum Hong; Acute Crit Care. 2019;34(2):108-116. Published online May 31, 2019; DOI: https://doi.org/10.4266/acc.2019.00535

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Abstract PDF

The inpatient treatment process is becoming more and more complicated with advanced treatments, aging of the patient population, and multiple comorbidities. During the process, patients often experience unexpected deterioration, about half of which might be preventable. Early identification of patient deterioration and the proper response are priorities in most healthcare facilities. A rapid response system (RRS) is a safety net to identify antecedents of these adverse events and to respond in a timely manner. The RRS has become an essential part of the medical system worldwide, supported by all major quality improvement organizations. An RRS consists of a trigger system and response team and needs constant assessment and process improvement. Although the effectiveness and cost-benefit of RRS remain controversial, according to previous studies, it may be beneficial by decreasing in-hospital cardiac arrest and mortality. Since the first implementation of RRS in Korea in 2008, it has been developed in over 15 medical centers and continues to expand. Recent accreditation standards and an RRS pilot program by the Korean government will promote the proliferation of RRSs in Korea.

Citations

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In-Ae Song, Tak Kyu Oh
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Findings from a decade of experience following implementation of a Rapid Response System into an Asian hospital
Augustine Tee, Bryan Peide Choo, Roshni Sadashiv Gokhale, Xiqin Wang, Mashithah Mansor, Hong Choon Oh, Daryl Jones
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Development of a comprehensive model for the role of the rapid response team nurse
Youn-Hui Won, Jiyeon Kang
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Song-I. Lee, Jeong Suk Koh, Yoon Joo Kim, Da Hyun Kang, Jeong Eun Lee
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Rapid Response System Should Be Enhanced at Non-general Ward Locations: a Retrospective Multicenter Cohort Study in Korea
Byung Ju Kang, Sang-Bum Hong, Kyeongman Jeon, Sang-Min Lee, Dong Hyun Lee, Jae Young Moon, Yeon Joo Lee, Jung Soo Kim, Jisoo Park, Jong-Joon Ahn
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Original Articles

Rapid response system
Rapid Response Systems Reduce In-Hospital Cardiopulmonary Arrest: A Pilot Study and Motivation for a Nationwide Survey: Yeonhee Park, Jong-Joon Ahn, Byung Ju Kang, Young Seok Lee, Sang-Ook Ha, Jin-Soo Min, Woo-Hyun Cho, Se-Hee Na, Dong-Hyun Lee, Seung-Yong Park, Goo-Hyeon Hong, Hyun-Jung Kim, Sangwoo Shim, Jung-Hyun Kim, Seok-Jeong Lee, So-Young Park, Jae Young Moon; Korean J Crit Care Med. 2017;32(3):231-239. Published online August 31, 2017; DOI: https://doi.org/10.4266/kjccm.2017.00024

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Abstract PDF Supplementary Material

Background
Early recognition of the signs and symptoms of clinical deterioration could diminish the incidence of cardiopulmonary arrest. The present study investigates outcomes with respect to cardiopulmonary arrest rates in institutions with and without rapid response systems (RRSs) and the current level of cardiopulmonary arrest rate in tertiary hospitals. Methods: This was a retrospective study based on data from 14 tertiary hospitals. Cardiopulmonary resuscitation (CPR) rate reports were obtained from each hospital to include the number of cardiopulmonary arrest events in adult patients in the general ward, the annual adult admission statistics, and the structure of the RRS if present. Results: Hospitals with RRSs showed a statistically significant reduction of the CPR rate between 2013 and 2015 (odds ratio [OR], 0.731; 95% confidence interval [CI], 0.577 to 0.927; P = 0.009). Nevertheless, CPR rates of 2013 and 2015 did not change in hospitals without RRS (OR, 0.988; 95% CI, 0.868 to 1.124; P = 0.854). National university-affiliated hospitals showed less cardiopulmonary arrest rate than private university-affiliated in 2015 (1.92 vs. 2.40; OR, 0.800; 95% CI, 0.702 to 0.912; P = 0.001). High-volume hospitals showed lower cardiopulmonary arrest rates compared with medium-volume hospitals in 2013 (1.76 vs. 2.63; OR, 0.667; 95% CI, 0.577 to 0.772; P < 0.001) and in 2015 (1.55 vs. 3.20; OR, 0.485; 95% CI, 0.428 to 0.550; P < 0.001). Conclusions: RRSs may be a feasible option to reduce the CPR rate. The discrepancy in cardiopulmonary arrest rates suggests further research should include a nationwide survey to tease out factors involved in in-hospital cardiopulmonary arrest and differences in outcomes based on hospital characteristics.

Citations

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Society of Critical Care Medicine Guidelines on Recognizing and Responding to Clinical Deterioration Outside the ICU: 2023
Kimia Honarmand, Randy S. Wax, Daleen Penoyer, Geoffery Lighthall, Valerie Danesh, Bram Rochwerg, Michael L. Cheatham, Daniel P. Davis, Michael DeVita, James Downar, Dana Edelson, Alison Fox-Robichaud, Shigeki Fujitani, Raeann M. Fuller, Helen Haskell, Ma
Critical Care Medicine.2024; 52(2): 314. CrossRef
2020 Korean Guidelines for Cardiopulmonary Resuscitation. Part 4. Adult advanced life support
Jaehoon Oh, Kyoung-Chul Cha, Jong-Hwan Lee, Seungmin Park, Dong-Hyeok Kim, Byung Kook Lee, Jung Soo Park, Woo Jin Jung, Dong Keon Lee, Young Il Roh, Tae Youn Kim, Sung Phil Chung, Young-Min Kim, June Dong Park, Han-Suk Kim, Mi Jin Lee, Sang-Hoon Na, Gyu C
Clinical and Experimental Emergency Medicine.2021; 8(S): S26. CrossRef
Intensivists' Direct Management without Residents May Improve the Survival Rate Compared to High-Intensity Intensivist Staffing in Academic Intensive Care Units: Retrospective and Crossover Study Design
Jin Hyoung Kim, Jihye Kim, SooHyun Bae, Taehoon Lee, Jong-Joon Ahn, Byung Ju Kang
Journal of Korean Medical Science.2020;[Epub] CrossRef
Influence of the Rapid Response Team Activation via Screening by Nurses on Unplanned Intensive Care Unit Admissions
Ye-Ji Huh, Seongmi Moon, Eun Kyeung Song, Minyoung Kim
Korean Journal of Adult Nursing.2020; 32(5): 539. CrossRef
Rapid response systems in Korea
Bo Young Lee, Sang-Bum Hong
Acute and Critical Care.2019; 34(2): 108. CrossRef

Safety and Feasibility of Percutaneous Tracheostomy Performed by Medical Intensivists: Hongseok Yoo, So Yeon Lim, Chi Min Park, Gee Young Suh, Kyeongman Jeon; Korean J Crit Care Med. 2011;26(4):261-266.; DOI: https://doi.org/10.4266/kjccm.2011.26.4.261

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Abstract PDF

BACKGROUND
Tracheostomy is one of the most commonly performed surgical procedures in the intensive care unit (ICU). After its introduction, percutaneous dilatational tracheostomy (PDT) has been recognized in western countries as a reliable alternative to surgical tracheostomy. However, data on the safety and feasibility of PDT performed by medical intensivists are limited in Korea.
METHODS
To evaluate the safety and feasibility of PDT performed by medical intensivists and to compare with those of surgical tracheostomy (ST), we retrospectively analyzed the clinical characteristics of all prospectively registered patients who underwent either PDT or ST in medical ICU from December 2010 to July 2011.
RESULTS
A total of 81 patients underwent tracheostomy over the study period: PDT in 56 (69%) and ST in 25 (31%). One patient in whom major bleeding developed during PDT underwent ST as a substitute for PDT. There were no differences in the demographics, laboratory findings, and parameters of mechanical ventilation between the two groups. Procedure time was significantly shorter in the PDT group (20 [IQR 18-30] min) than that in the ST group (38 [27.5-57.5] min) (p < 0.001). The major complication observed in 24 hours after PDT was bleeding in 6 (11%) patients of the PDT group and 4 (16%) patients of the ST group (p = 0.489). However, surgical interventions for major bleeding were required in 2 patients who underwent.
CONCLUSIONS
PDT performed by medical intensivists was safe and feasible. However, immediate surgical assistance should be available when required.

Citations

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Safety and Feasibility of Percutaneous Dilatational Tracheostomy Performed by a Neurointensivist Compared with Conventional Surgical Tracheostomy in Neurosurgery Intensive Care Unit
John Kwon, Yong Oh Kim, Jeong-Am Ryu
Journal of Neurointensive Care.2019; 2(2): 64. CrossRef
Safety and Feasibility of Percutaneous Dilatational Tracheostomy in the Neurocritical Care Unit
Dong Hyun Lee, Jin-Heon Jeong
Journal of Neurocritical Care.2018; 11(1): 32. CrossRef
Is Percutaneous Dilatational Tracheostomy Safe to Perform in the Intensive Care Unit?
Jae Hwa Cho
Korean Journal of Critical Care Medicine.2014; 29(2): 57. CrossRef
Percutaneous Dilatational Tracheostomy in Critically Ill Patients Taking Antiplatelet Agents
Sung-Jin Nam, Ji Young Park, Hongyeul Lee, Taehoon Lee, Yeon Joo Lee, Jong Sun Park, Ho Il Yoon, Jae Ho Lee, Choon-Taek Lee, Young-Jae Cho
Korean Journal of Critical Care Medicine.2014; 29(3): 183. CrossRef
Safety and Feasibility of Percutaneous Dilatational Tracheostomy Performed by Intensive Care Trainee
Daesang Lee, Chi Ryang Chung, Sung Bum Park, Jeong-Am Ryu, Joongbum Cho, Jeong Hoon Yang, Chi-Min Park, Gee Young Suh, Kyeongman Jeon
Korean Journal of Critical Care Medicine.2014; 29(2): 64. CrossRef
A Case of Laryngeal Mask Airway-Assisted Percutaneous Dilatational Tracheostomy
Ji Young Park, Taehoon Lee, Hongyeul Lee, Jae Ho Lee, Choon-Taek Lee, Young-Jae Cho
Korean Journal of Critical Care Medicine.2013; 28(3): 184. CrossRef

Physiologic Effect and Safety of Pumpless Extracorporeal Interventional Lung Assist in Korean Patients with Acute Respiratory Failure: Woo Hyun Cho, Kwangha Lee, Jin Won Huh, Chae Man Lim, Younsuck Koh, Sang Bum Hong; Korean J Crit Care Med. 2010;25(4):235-240.; DOI: https://doi.org/10.4266/kjccm.2010.25.4.235

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Abstract PDF

BACKGROUND
Pumpless interventional lung assist (iLA) uses an extracorporeal gas exchange system without any complex blood pumping technology, and has been shown to reduce CO2 tension and permit protective lung ventilation. The feasibility and safety of iLA were demonstrated in previous studies, but there has been no experience with iLA in Korea. The purpose of this study was to evaluate the feasibility of the iLA device in terms of physiologic efficacy and safety in Korean patients with acute respiratory failure.
METHODS
iLA was implemented in patients with acute respiratory failure who satisfied the predefined criteria of our study. Initiation of iLA followed an algorithm for implementation, ventilator care, and monitoring. Following insertion of arterial and venous cannulas under ultrasound guidance, the physiologic and respiratory variables and incidence of adverse events were monitored.
RESULTS
iLA was implemented in 5 patients and the duration of iLA ranged from 7 hours to 171 hours. At 24 hours after implementation, the mean changes in pH, PaCO2, and PaO2/FiO2 ranged from 7.204 to 7.393, from 68.4 mm Hg to 33 mm Hg, and from 128.7 mm Hg to 165 mm Hg, respectively. During iLA therapy, one adverse event was observed, which presented with hematochezia without hemodynamic change.
CONCLUSIONS
iLA treatment produced effective removal of carbon dioxide and allowed for protective ventilation in severe respiratory failure. An iLA system can easily be installed by percutaneous cannulation, without procedural complications, and without significant adverse events necessitating discontinuation of iLA after implementation.

Citations

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A Case of Pumpless Extracorporeal Interventional Lung Assist for Severe Respiratory Failure - A Case Report -
Young-Jae Cho, Ji Yeon Seo, Yu Jung Kim, Jae-Ho Lee, Choon-Taek Lee
Korean Journal of Critical Care Medicine.2012; 27(2): 120. CrossRef
A Case of iLA Application in a Patient with Refractory Asthma Who Is Nonresponsive to Conventional Mechanical Ventilation - A Case Report -
Young Seok Lee, Hyejin Joo, Jae Young Moon, Jin Won Huh, Yeon-Mok Oh, Chae-Man Lim, Younsuck Koh, Sang-Bum Hong
Korean Journal of Critical Care Medicine.2012; 27(2): 108. CrossRef

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