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A Wireless, Wearable Carotid Doppler Ultrasound Aids Diagnosis and Monitoring of Pericardial Tamponade: A Case Report. 无线可佩戴颈动脉多普勒超声辅助诊断和监测心包填塞:一例报告。
Pub Date : 2023-05-08 eCollection Date: 2023-05-01 DOI: 10.1097/CCE.0000000000000911
Ross Prager, Michael Pratte, Jon-Emile Kenny, Philippe Rola

Pericardial tamponade can often be diagnosed through clinical findings and echocardiography; however, the diagnosis can be aided by demonstrating the hemodynamic consequences of the effusion. We describe the use of a wearable carotid Doppler device to help diagnose and monitor pericardial tamponade.

Case summary: A 54-year-old man developed hypotension after an endobronchial biopsy for a lung mass. Echocardiography showed a pericardial effusion with sonographic evidence of tamponade. A wearable carotid Doppler device demonstrated low corrected carotid flow time (CFT) (a surrogate for stroke volume) with significant respiratory variation, supporting the diagnosis of tamponade. The patient underwent pericardiocentesis which revealed purulent pericardial fluid from a mediastinal abscess. After drainage there was increased CFT and reduced respiratory variability in Doppler, surrogates of improved stroke volume.

Conclusion: A wearable carotid Doppler device is a noninvasive tool that can help determine the hemodynamic impact of a pericardial effusion, and potentially aid in the diagnosis of pericardial tamponade.

心包填塞通常可以通过临床表现和超声心动图进行诊断;然而,可以通过证明积液的血液动力学后果来帮助诊断。我们描述了使用可穿戴颈动脉多普勒设备来帮助诊断和监测心包填塞。病例总结:一名54岁男子在支气管内活检肺部肿块后出现低血压。超声心动图显示心包积液,超声显示心包填塞。一种可穿戴的颈动脉多普勒设备显示,校正颈动脉血流时间(CFT)较低(中风量的替代品),呼吸变化显著,支持填塞的诊断。患者接受了心包穿刺术,发现纵隔脓肿渗出脓性心包液。引流后,CFT增加,多普勒呼吸变异性降低,这代替了中风量的改善。结论:可穿戴式颈动脉多普勒设备是一种无创工具,可以帮助确定心包积液的血液动力学影响,并有可能帮助诊断心包填塞。
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引用次数: 2
Evaluation of Digital Health Strategy to Support Clinician-Led Critically Ill Patient Population Management: A Randomized Crossover Study. 评估支持临床医生主导的危重病人群体管理的数字健康策略:一项随机交叉研究。
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000909
Svetlana Herasevich, Yuliya Pinevich, Kirill Lipatov, Amelia K Barwise, Heidi L Lindroth, Allison M LeMahieu, Yue Dong, Vitaly Herasevich, Brian W Pickering

To investigate whether a novel acute care multipatient viewer (AMP), created with an understanding of clinician information and process requirements, could reduce time to clinical decision-making among clinicians caring for populations of acutely ill patients compared with a widely used commercial electronic medical record (EMR).

Design: Single center randomized crossover study.

Setting: Quaternary care academic hospital.

Subjects: Attending and in-training critical care physicians, and advanced practice providers.

Interventions: AMP.

Measurements and main results: We compared ICU clinician performance in structured clinical task completion using two electronic environments-the standard commercial EMR (Epic) versus the novel AMP in addition to Epic. Twenty subjects (10 pairs of clinicians) participated in the study. During the study session, each participant completed the tasks on two ICUs (7-10 beds each) and eight individual patients. The adjusted time for assessment of the entire ICU and the adjusted total time to task completion were significantly lower using AMP versus standard commercial EMR (-6.11; 95% CI, -7.91 to -4.30 min and -5.38; 95% CI, -7.56 to -3.20 min, respectively; p < 0.001). The adjusted time for assessment of individual patients was similar using both the EMR and AMP (0.73; 95% CI, -0.09 to 1.54 min; p = 0.078). AMP was associated with a significantly lower adjusted task load (National Aeronautics and Space Administration-Task Load Index) among clinicians performing the task versus the standard EMR (22.6; 95% CI, -32.7 to -12.4 points; p < 0.001). There was no statistically significant difference in adjusted total errors when comparing the two environments (0.68; 95% CI, 0.36-1.30; p = 0.078).

Conclusions: When compared with the standard EMR, AMP significantly reduced time to assessment of an entire ICU, total time to clinical task completion, and clinician task load. Additional research is needed to assess the clinicians' performance while using AMP in the live ICU setting.

研究与广泛使用的商业电子病历(EMR)相比,在了解临床医生信息和流程要求的基础上创建的新型急性护理多患者查看器(AMP)是否可以减少临床医生对急性患者群体的临床决策时间。设计:单中心随机交叉研究。单位:四级护理学术医院。对象:参加和正在培训的重症监护医生,以及高级实践提供者。测量和主要结果:我们比较了ICU临床医生在结构化临床任务完成方面的表现,使用两种电子环境——标准的商业EMR (Epic)和除了Epic之外的新型AMP。20名受试者(10对临床医生)参与本研究。在研究期间,每位参与者完成了两个icu(每个7-10个床位)和8个个体患者的任务。与标准商业EMR相比,使用AMP评估整个ICU的调整时间和完成任务的调整总时间显着降低(-6.11;95% CI, -7.91 ~ -4.30 min和-5.38;95% CI分别为-7.56 ~ -3.20 min;P < 0.001)。使用EMR和AMP评估个体患者的调整时间相似(0.73;95% CI, -0.09 ~ 1.54 min;P = 0.078)。与标准EMR相比,AMP与执行任务的临床医生的调整任务负荷(美国国家航空航天局-任务负荷指数)显着降低相关(22.6;95% CI, -32.7 ~ -12.4点;P < 0.001)。两种环境的校正总误差比较,差异无统计学意义(0.68;95% ci, 0.36-1.30;P = 0.078)。结论:与标准EMR相比,AMP显著缩短了整个ICU的评估时间、完成临床任务的总时间和临床医生的任务负荷。需要进一步的研究来评估临床医生在ICU现场使用AMP时的表现。
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引用次数: 1
The Association Between Time From Emergency Department Visit to ICU Admission and Mortality in Patients With Sepsis. 脓毒症患者急诊科就诊至ICU入院时间与死亡率的关系
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000915
Junichiro Shibata, Itsuki Osawa, Kiyoyasu Fukuchi, Tadahiro Goto

The Surviving Sepsis Campaign Guidelines 2021 recommends that adult patients with sepsis requiring intensive care should be admitted to the ICU within 6 hours of their emergency department (ED) visits. However, there is limited evidence on whether 6 hours is the best target time for compliance with the sepsis bundle. We aimed to investigate the association between time from ED visits to ICU admission (i.e., ED length of stay [ED-LOS]) and mortality and identify the optimal ED-LOS for patients with sepsis.

Design: Retrospective cohort study.

Setting: The Medical Information Mart for Intensive Care Emergency Department and Medical Information Mart for Intensive Care IV databases.

Patients: Adult patients (≥ 18 yr old) who were transferred from the ED to the ICU and subsequently diagnosed with sepsis based on the Sepsis-3 criteria within 24 hours of ICU admission.

Interventions: None.

Measurements and main results: Among 1,849 patients with sepsis, we found a disproportionally higher mortality rate in patients immediately admitted to the ICU (e.g., < 2 hr). When using ED-LOS as a continuous variable, ED-LOS was not significantly associated with 28-day mortality (adjusted odds ratio [OR] per hour increase, 1.04; 95% CI, 0.96-1.13; p = 0.3) after an adjustment for potential confounders (e.g., demographics, triage vital signs, and laboratory results) in the multivariable analysis. However, when we categorized all patients into time quartiles (ED-LOS: < 3.3 hr, 3.3-4.5 hr, 4.6-6.1 hr, and > 6.1 hr), patients in the higher time quartiles (e.g., 3.3-4.5 hr) had higher 28-day mortality compared with those in the lowest time quartile (< 3.3 hr) (e.g., adjusted OR for patients in the second time quartile [3.3-4.5 hr] 1.59; 95% CI, 1.03-2.46; p = 0.04).

Conclusions: Earlier admission to the ICU (e.g., within 3.3 hr of ED visits) was associated with lower 28-day mortality in patients with sepsis. Our findings suggest patients with sepsis who require intensive care may benefit from a more immediate ICU admission than 6 hours.

《存活脓毒症运动指南2021》建议,需要重症监护的成年脓毒症患者应在急诊科(ED)就诊后6小时内入住ICU。然而,关于6小时是否为脓毒症治疗包依从性的最佳目标时间的证据有限。我们的目的是调查从急诊科就诊到ICU入院的时间(即急诊科住院时间[ED- los])与死亡率之间的关系,并确定脓毒症患者的最佳ED- los。设计:回顾性队列研究。设置:重症急诊科医学信息集市和重症医学信息集市IV数据库。患者:从急诊科转至ICU的成年患者(≥18岁),随后在ICU入院24小时内根据脓毒症-3标准诊断为脓毒症。干预措施:没有。测量结果和主要结果:在1849例脓毒症患者中,我们发现立即入住ICU(例如< 2小时)的患者死亡率不成比例地更高。当使用ED-LOS作为连续变量时,ED-LOS与28天死亡率无显著相关性(每小时增加的校正优势比[OR]为1.04;95% ci, 0.96-1.13;P = 0.3),在多变量分析中调整了潜在的混杂因素(如人口统计学、分诊生命体征和实验室结果)。然而,当我们将所有患者分为时间四分位数(ED-LOS: < 3.3小时、3.3-4.5小时、4.6-6.1小时和> 6.1小时)时,较高时间四分位数(如3.3-4.5小时)的患者28天死亡率高于最低时间四分位数(< 3.3小时)的患者(例如,第二时间四分位数[3.3-4.5小时]的调整OR为1.59;95% ci, 1.03-2.46;P = 0.04)。结论:脓毒症患者早期入住ICU(例如,在急诊室就诊的3.3小时内)与较低的28天死亡率相关。我们的研究结果表明,需要重症监护的脓毒症患者可以从比6小时更直接的ICU住院中获益。
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引用次数: 0
Lung Abscess and Pyothorax in Critically Ill COVID-19 Patients: A Single-Center Retrospective Study. COVID-19危重症患者肺脓肿和脓胸:一项单中心回顾性研究
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000919
Shu Utsumi, Shinichiro Ohshimo, Junki Ishii, Mitsuaki Nishikimi, Nobuaki Shime

The mortality rate of patients with COVID-19 pneumonia requiring mechanical ventilation remains high. This study determined the percentage and characteristics of patients who developed lung abscesses or pyothorax and their mortality rates among adult patients with COVID-19 admitted to the ICU who required mechanical ventilation. Of the 64 patients with COVID-19 assessed, 30 (47%) developed ventilator-associated pneumonia (VAP), of whom 6 (20%) developed pyothorax or lung abscess. There were no statistically significant differences in patient characteristics, treatment after ICU admission, or outcomes between those with and without these complications, except for age. VAP complicated by Lung abscess or pyothorax was caused by a single organism, with Staphylococcus aureus (n = 4) and Klebsiella species (n = 2) being the primary causative agents. Occur infrequently in patients with COVID-19 requiring mechanical ventilation. Large-scale studies are required to elucidate their effects on clinical outcomes.

需要机械通气的COVID-19肺炎患者死亡率仍然很高。本研究确定了在ICU收治的需要机械通气的成年COVID-19患者中发生肺脓肿或脓胸的患者的百分比和特征及其死亡率。在评估的64例COVID-19患者中,30例(47%)发生呼吸机相关性肺炎(VAP),其中6例(20%)发生脓胸或肺脓肿。除年龄外,有和没有这些并发症的患者在患者特征、ICU入院后的治疗或结局方面没有统计学上的显著差异。VAP合并肺脓肿或脓胸由单一病原菌引起,主要病原体为金黄色葡萄球菌(n = 4)和克雷伯菌(n = 2)。在需要机械通气的COVID-19患者中很少发生。需要大规模的研究来阐明它们对临床结果的影响。
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引用次数: 1
Heart Rate Change as a Potential Digital Biomarker of Brain Death in Critically Ill Children With Acute Catastrophic Brain Injury. 心率变化作为急性灾难性脑损伤危重儿童脑死亡的潜在数字生物标志物
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000908
Kerri L LaRovere, Matthew Luchette, Alireza Akhondi-Asl, Bradley J DeSouza, Robert C Tasker, Nilesh M Mehta, Alon Geva

Bedside measurement of heart rate (HR) change (HRC) may provide an objective physiologic marker for when brain death (BD) may have occurred, and BD testing is indicated in children.

Objectives: To determine whether HRC, calculated using numeric HR measurements sampled every 5 seconds, can identify patients with BD among patients with catastrophic brain injury (CBI).

Design setting and participants: Single-center, retrospective study (2008-2020) of critically ill children with acute CBI. Patients with CBI had a neurocritical care consultation, were admitted to an ICU, had acute neurologic injury on presentation or during hospitalization based on clinical and/or imaging findings, and died or survived with Glasgow Coma Scale (GCS) less than 13 at hospital discharge. Patients meeting BD criteria (BD group) were compared with those with cardiopulmonary death (CD group) or those who survived to discharge.

Main outcomes and measures: HRC was calculated as the interquartile range of HR divided by median HR using 5-minute windows with 50% overlap for up to 5 days before death or end of recording. HRC was compared among the BD, CD, and survivor groups.

Results: Of 96 patients with CBI (69% male, median age 4 years), 28 died (8 BD, 20 CD) and 20 survived (median GCS 9 at discharge). Within 24 hours before death, HRC was lower in BD compared with CD patients or survivors (0.01 vs 0.03 vs 0.04, p = 0.001). In BD patients, HRC decreased at least 1 day before death. HRC discriminated BD from CD patients and survivors with 90% sensitivity, 70% specificity, 44% positive predictive value, 96% negative predictive value (area under the receiver operating characteristic curve 0.88, 95% CI, 0.80-0.93).

Conclusions and relevance: HRC is a novel digital biomarker that, with further validation, may be useful as a classifier for BD in the overall course of patients with CBI.

床边测量心率(HR)变化(HRC)可能为何时可能发生脑死亡(BD)提供客观的生理标记,BD检测适用于儿童。目的:确定HRC是否可以在灾难性脑损伤(CBI)患者中识别出BD患者,HRC通过每5秒采样一次的数值HR测量来计算。设计背景和参与者:单中心回顾性研究(2008-2020)急性CBI危重儿童。CBI患者接受神经危重症会诊,住进ICU,就诊时或住院期间根据临床和/或影像学表现出现急性神经损伤,出院时格拉斯哥昏迷评分(GCS)低于13分死亡或存活。符合BD标准的患者(BD组)与心肺死亡患者(CD组)或存活至出院的患者进行比较。主要结局和测量:HRC计算为HR的四分位数范围除以中位数HR,使用5分钟窗口,在死亡或记录结束前5天内重叠50%。比较BD组、CD组和幸存者组的HRC。结果:96例CBI患者(69%为男性,中位年龄4岁),28例死亡(8例BD, 20例CD), 20例存活(出院时中位GCS为9)。死亡前24小时内,BD患者的HRC较CD患者或幸存者低(0.01 vs 0.03 vs 0.04, p = 0.001)。在BD患者中,HRC在死亡前至少1天下降。HRC区分BD与CD患者和幸存者的敏感性为90%,特异性为70%,阳性预测值为44%,阴性预测值为96%(受试者工作特征曲线下面积0.88,95% CI, 0.80-0.93)。结论和相关性:HRC是一种新的数字生物标志物,经过进一步验证,可能有助于在CBI患者的整个病程中作为BD的分类器。
{"title":"Heart Rate Change as a Potential Digital Biomarker of Brain Death in Critically Ill Children With Acute Catastrophic Brain Injury.","authors":"Kerri L LaRovere,&nbsp;Matthew Luchette,&nbsp;Alireza Akhondi-Asl,&nbsp;Bradley J DeSouza,&nbsp;Robert C Tasker,&nbsp;Nilesh M Mehta,&nbsp;Alon Geva","doi":"10.1097/CCE.0000000000000908","DOIUrl":"https://doi.org/10.1097/CCE.0000000000000908","url":null,"abstract":"<p><p>Bedside measurement of heart rate (HR) change (HRC) may provide an objective physiologic marker for when brain death (BD) may have occurred, and BD testing is indicated in children.</p><p><strong>Objectives: </strong>To determine whether HRC, calculated using numeric HR measurements sampled every 5 seconds, can identify patients with BD among patients with catastrophic brain injury (CBI).</p><p><strong>Design setting and participants: </strong>Single-center, retrospective study (2008-2020) of critically ill children with acute CBI. Patients with CBI had a neurocritical care consultation, were admitted to an ICU, had acute neurologic injury on presentation or during hospitalization based on clinical and/or imaging findings, and died or survived with Glasgow Coma Scale (GCS) less than 13 at hospital discharge. Patients meeting BD criteria (BD group) were compared with those with cardiopulmonary death (CD group) or those who survived to discharge.</p><p><strong>Main outcomes and measures: </strong>HRC was calculated as the interquartile range of HR divided by median HR using 5-minute windows with 50% overlap for up to 5 days before death or end of recording. HRC was compared among the BD, CD, and survivor groups.</p><p><strong>Results: </strong>Of 96 patients with CBI (69% male, median age 4 years), 28 died (8 BD, 20 CD) and 20 survived (median GCS 9 at discharge). Within 24 hours before death, HRC was lower in BD compared with CD patients or survivors (0.01 vs 0.03 vs 0.04, <i>p</i> = 0.001). In BD patients, HRC decreased at least 1 day before death. HRC discriminated BD from CD patients and survivors with 90% sensitivity, 70% specificity, 44% positive predictive value, 96% negative predictive value (area under the receiver operating characteristic curve 0.88, 95% CI, 0.80-0.93).</p><p><strong>Conclusions and relevance: </strong>HRC is a novel digital biomarker that, with further validation, may be useful as a classifier for BD in the overall course of patients with CBI.</p>","PeriodicalId":10759,"journal":{"name":"Critical Care Explorations","volume":"5 5","pages":"e0908"},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/6d/5b/cc9-5-e0908.PMC10158912.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9782996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Order Set Usage is Associated With Lower Hospital Mortality in Patients With Sepsis. 订单集的使用与脓毒症患者较低的住院死亡率相关
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000918
Christopher R Dale, Shelley Schoepflin Sanders, Shu Ching Chang, Omar Pandhair, Naomi G Diggs, Whitney Woodruff, David N Selander, Nicholas M Mark, Sarah Nurse, Mark Sullivan, Liga Mezaraups, D Shane O'Mahony

The Surviving Sepsis Campaign recommends standard operating procedures for patients with sepsis. Real-world evidence about sepsis order set implementation is limited.

Objectives: To estimate the effect of sepsis order set usage on hospital mortality.

Design: Retrospective cohort study.

Setting and participants: Fifty-four acute care hospitals in the United States from December 1, 2020 to November 30, 2022 involving 104,662 patients hospitalized for sepsis.

Main outcomes and measures: Hospital mortality.

Results: The sepsis order set was used in 58,091 (55.5%) patients with sepsis. Initial mean sequential organ failure assessment score was 0.3 lower in patients for whom the order set was used than in those for whom it was not used (2.9 sd [2.8] vs 3.2 [3.1], p < 0.01). In bivariate analysis, hospital mortality was 6.3% lower in patients for whom the sepsis order set was used (9.7% vs 16.0%, p < 0.01), median time from emergency department triage to antibiotics was 54 minutes less (125 interquartile range [IQR, 68-221] vs 179 [98-379], p < 0.01), and median total time hypotensive was 2.1 hours less (5.5 IQR [2.0-15.0] vs 7.6 [2.5-21.8], p < 0.01) and septic shock was 3.2% less common (22.0% vs 25.4%, p < 0.01). Order set use was associated with 1.1 fewer median days of hospitalization (4.9 [2.8-9.0] vs 6.0 [3.2-12.1], p < 0.01), and 6.6% more patients discharged to home (61.4% vs 54.8%, p < 0.01). In the multivariable model, sepsis order set use was independently associated with lower hospital mortality (odds ratio 0.70; 95% CI, 0.66-0.73).

Conclusions and relevance: In a cohort of patients hospitalized with sepsis, order set use was independently associated with lower hospital mortality. Order sets can impact large-scale quality improvement efforts.

生存败血症运动推荐败血症患者的标准操作程序。关于脓毒症顺序集实施的真实证据有限。目的:评估脓毒症医嘱使用对医院死亡率的影响。设计:回顾性队列研究。环境和参与者:2020年12月1日至2022年11月30日,美国54家急症护理医院,涉及104,662名因败血症住院的患者。主要结局和措施:医院死亡率。结果:58091例(55.5%)脓毒症患者使用了脓毒顺序集。使用排序集的患者的初始平均序贯器官衰竭评估评分比未使用排序集的患者低0.3 (2.9 sd [2.8] vs 3.2 [3.1], p < 0.01)。在双变量分析中,使用脓毒症顺序组患者的住院死亡率降低6.3%(9.7%对16.0%,p < 0.01),从急诊科分诊到使用抗生素的中位数时间减少54分钟(125四分位数范围[IQR, 68-221]对179 [98-379],p < 0.01),降压总时间中位数减少2.1小时(5.5 IQR[2.0-15.0]对7.6 [2.5-21.8],p < 0.01),脓毒症休克发生率减少3.2%(22.0%对25.4%,p < 0.01)。顺序组的使用与中位住院天数减少1.1天(4.9 [2.8-9.0]vs 6.0 [3.2-12.1], p < 0.01)和出院回家的患者增加6.6% (61.4% vs 54.8%, p < 0.01)相关。在多变量模型中,脓毒症顺序集的使用与较低的住院死亡率独立相关(优势比0.70;95% ci, 0.66-0.73)。结论和相关性:在脓毒症住院患者队列中,顺序组的使用与较低的住院死亡率独立相关。订单集可以影响大规模的质量改进工作。
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引用次数: 0
Association of Epileptiform Activity With Outcomes in Toxic-Metabolic Encephalopathy. 癫痫样活动与毒性代谢性脑病预后的关系。
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000913
Patrick M Chen, Sophie Schuurmans Stekhoven, Adnan Haider, Jin Jing, Wendong Ge, Eric S Rosenthal, M Brandon Westover, Sahar F Zafar

The clinical significance of epileptiform abnormalities (EAs) specific to toxic-metabolic encephalopathy (TME) is unknown.

Objectives: To quantify EA burden in patients with TME and its association with neurologic outcomes.

Design setting and participant: This is a retrospective study. A cohort of patients with TME and EA (positive) were age, Sequential Organ Failure Assessment Score, Acute Physiology and Chronic Health Evaluation II (APACHE-II) score matched to a cohort of TME patients without EA (control). Univariate analysis compared EA-positive patients against controls. Multivariable logistical regression adjusting for underlying disease etiology was performed to examine the relationship between EA burden and probability of poor neurologic outcome (modified Rankin Score [mRS] 4-6) at discharge. Consecutive admissions to inpatient floors or ICUs that underwent continuous electroencephalography (cEEG) monitoring at a single center between 2012 and 2019. Inclusion criteria were 1) patients with TME diagnosis, 2) age greater than 18 years, and 3) greater than or equal to 16 hours of cEEG. Patients with acute brain injury and cardiac arrest were excluded.

Main outcomes and measures: Poor neurologic outcome defined by mRS (mRS 4-6).

Results: One hundred sixteen patients were included, 58 with EA and 58 controls without EA, where matching was performed on age and APACHE-II score. The median age was 66 (Q1-Q3, 57-75) and median APACHE II score was 18 (Q1-Q3, 13-22). Overall cohort discharge mortality was 22% and 70% had a poor neurologic outcome. Peak EA burden was defined as the 12-hour window of recording with the highest prevalence of EAs. In multivariable analysis adjusted for Charlson Comorbidity Index and primary diagnosis, presence of EAs was associated with poor outcome (odds ratio 3.89; CI [1.05-14.2], p = 0.041). Increase in peak EA burden from 0% to 100% increased probability of poor discharge neurologic outcome by 30%.

Conclusions and relevance: Increasing burden of EA is associated with worse discharge outcomes in patients with TME. Future studies are needed to determine whether short-term treatment with anti-seizure medications while medically treating the underlying metabolic derangement improves outcomes.

癫痫样异常(EAs)特异性毒性代谢性脑病(TME)的临床意义尚不清楚。目的:量化TME患者的EA负担及其与神经系统预后的关系。设计背景和参与者:这是一项回顾性研究。TME和EA(阳性)患者队列的年龄、序贯器官衰竭评估评分、急性生理和慢性健康评估II (APACHE-II)评分与没有EA(对照组)的TME患者队列相匹配。单因素分析比较了ea阳性患者和对照组。对基础疾病病因进行多变量逻辑回归校正,以检验出院时EA负担与神经系统预后不良概率(修正Rankin评分[mRS] 4-6)之间的关系。2012年至2019年期间,连续入住住院楼层或icu,在单个中心接受连续脑电图(cEEG)监测。纳入标准为:1)诊断为TME的患者,2)年龄大于18岁,3)脑电图≥16小时。排除急性脑损伤和心脏骤停患者。主要结局和指标:以mRS (mRS 4-6)定义的神经系统预后差。结果:纳入116例患者,其中58例有EA, 58例对照组无EA,年龄和APACHE-II评分进行匹配。中位年龄为66岁(Q1-Q3, 57-75),中位APACHE II评分为18分(Q1-Q3, 13-22)。总体队列出院死亡率为22%,70%的患者神经系统预后不良。EA负担峰值定义为EA患病率最高的12小时记录窗口。在校正了Charlson合并症指数和初次诊断的多变量分析中,ea的存在与不良预后相关(优势比3.89;CI [1.05-14.2], p = 0.041)。峰值EA负担从0%增加到100%,使不良出院神经预后的可能性增加30%。结论和相关性:EA负担的增加与TME患者较差的出院结果相关。未来的研究需要确定短期抗癫痫药物治疗是否能改善潜在代谢紊乱的结果。
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引用次数: 0
Developing and Validating a Prediction Model For Death or Critical Illness in Hospitalized Adults, an Opportunity for Human-Computer Collaboration. 开发和验证住院成人死亡或危重疾病预测模型,人机协作的机会。
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000897
Amol A Verma, Chloe Pou-Prom, Liam G McCoy, Joshua Murray, Bret Nestor, Shirley Bell, Ophyr Mourad, Michael Fralick, Jan Friedrich, Marzyeh Ghassemi, Muhammad Mamdani

Hospital early warning systems that use machine learning (ML) to predict clinical deterioration are increasingly being used to aid clinical decision-making. However, it is not known how ML predictions complement physician and nurse judgment. Our objective was to train and validate a ML model to predict patient deterioration and compare model predictions with real-world physician and nurse predictions.

Design: Retrospective and prospective cohort study.

Setting: Academic tertiary care hospital.

Patients: Adult general internal medicine hospitalizations.

Measurements and main results: We developed and validated a neural network model to predict in-hospital death and ICU admission in 23,528 hospitalizations between April 2011 and April 2019. We then compared model predictions with 3,374 prospectively collected predictions from nurses, residents, and attending physicians about their own patients in 960 hospitalizations between April 30, and August 28, 2019. ML model predictions achieved clinician-level accuracy for predicting ICU admission or death (ML median F1 score 0.32 [interquartile range (IQR) 0.30-0.34], AUC 0.77 [IQ 0.76-0.78]; clinicians median F1-score 0.33 [IQR 0.30-0.35], AUC 0.64 [IQR 0.63-0.66]). ML predictions were more accurate than clinicians for ICU admission. Of all ICU admissions and deaths, 36% occurred in hospitalizations where the model and clinicians disagreed. Combining human and model predictions detected 49% of clinical deterioration events, improving sensitivity by 16% compared with clinicians alone and 24% compared with the model alone while maintaining a positive predictive value of 33%, thus keeping false alarms at a clinically acceptable level.

Conclusions: ML models can complement clinician judgment to predict clinical deterioration in hospital. These findings demonstrate important opportunities for human-computer collaboration to improve prognostication and personalized medicine in hospital.

使用机器学习(ML)预测临床恶化的医院预警系统越来越多地被用于帮助临床决策。然而,目前尚不清楚ML预测如何补充医生和护士的判断。我们的目标是训练和验证ML模型来预测患者病情恶化,并将模型预测与现实世界的医生和护士预测进行比较。设计:回顾性和前瞻性队列研究。单位:三级专科医院。病人:成人普通内科住院。测量和主要结果:我们开发并验证了一个神经网络模型,用于预测2011年4月至2019年4月期间23,528例住院患者的院内死亡和ICU入院情况。然后,我们将模型预测与2019年4月30日至8月28日期间960例住院治疗中护士、住院医生和主治医生对3374例前瞻性收集的预测进行了比较。ML模型预测在预测ICU入院或死亡方面达到临床水平的准确性(ML中位F1评分0.32[四分位间距(IQR) 0.30-0.34], AUC 0.77 [IQ 0.76-0.78];临床医生f1评分中位数为0.33 [IQR 0.30-0.35], AUC为0.64 [IQR 0.63-0.66])。ML预测比临床医生更准确。在所有ICU入院和死亡病例中,36%发生在模型和临床医生不同意的住院情况下。将人类和模型预测相结合,检测出49%的临床恶化事件,与临床医生单独相比,敏感性提高了16%,与模型单独相比,敏感性提高了24%,同时保持了33%的阳性预测值,从而将假警报保持在临床可接受的水平。结论:ML模型可以补充临床医生的判断,预测医院的临床恶化。这些发现显示了人机协作改善医院预后和个性化医疗的重要机会。
{"title":"Developing and Validating a Prediction Model For Death or Critical Illness in Hospitalized Adults, an Opportunity for Human-Computer Collaboration.","authors":"Amol A Verma,&nbsp;Chloe Pou-Prom,&nbsp;Liam G McCoy,&nbsp;Joshua Murray,&nbsp;Bret Nestor,&nbsp;Shirley Bell,&nbsp;Ophyr Mourad,&nbsp;Michael Fralick,&nbsp;Jan Friedrich,&nbsp;Marzyeh Ghassemi,&nbsp;Muhammad Mamdani","doi":"10.1097/CCE.0000000000000897","DOIUrl":"https://doi.org/10.1097/CCE.0000000000000897","url":null,"abstract":"<p><p>Hospital early warning systems that use machine learning (ML) to predict clinical deterioration are increasingly being used to aid clinical decision-making. However, it is not known how ML predictions complement physician and nurse judgment. Our objective was to train and validate a ML model to predict patient deterioration and compare model predictions with real-world physician and nurse predictions.</p><p><strong>Design: </strong>Retrospective and prospective cohort study.</p><p><strong>Setting: </strong>Academic tertiary care hospital.</p><p><strong>Patients: </strong>Adult general internal medicine hospitalizations.</p><p><strong>Measurements and main results: </strong>We developed and validated a neural network model to predict in-hospital death and ICU admission in 23,528 hospitalizations between April 2011 and April 2019. We then compared model predictions with 3,374 prospectively collected predictions from nurses, residents, and attending physicians about their own patients in 960 hospitalizations between April 30, and August 28, 2019. ML model predictions achieved clinician-level accuracy for predicting ICU admission or death (ML median F1 score 0.32 [interquartile range (IQR) 0.30-0.34], AUC 0.77 [IQ 0.76-0.78]; clinicians median F1-score 0.33 [IQR 0.30-0.35], AUC 0.64 [IQR 0.63-0.66]). ML predictions were more accurate than clinicians for ICU admission. Of all ICU admissions and deaths, 36% occurred in hospitalizations where the model and clinicians disagreed. Combining human and model predictions detected 49% of clinical deterioration events, improving sensitivity by 16% compared with clinicians alone and 24% compared with the model alone while maintaining a positive predictive value of 33%, thus keeping false alarms at a clinically acceptable level.</p><p><strong>Conclusions: </strong>ML models can complement clinician judgment to predict clinical deterioration in hospital. These findings demonstrate important opportunities for human-computer collaboration to improve prognostication and personalized medicine in hospital.</p>","PeriodicalId":10759,"journal":{"name":"Critical Care Explorations","volume":"5 5","pages":"e0897"},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/1e/5c/cc9-5-e0897.PMC10155889.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9485171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Therapeutic Effect of Argatroban During Cardiopulmonary Resuscitation and Streptokinase During Extracorporeal Cardiopulmonary Resuscitation in a Porcine Model of Prolonged Cardiac Arrest. 阿加曲班心肺复苏和链激酶体外心肺复苏对长时间心脏骤停猪模型的治疗作用。
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000902
Jensyn J VanZalen, Stephen Harvey, Pavel Hála, Annie Phillips, Takahiro Nakashima, Emre Gok, Mohamad Hakam Tiba, Brendan M McCracken, Joseph E Hill, Jinhui Liao, Joshua Jung, Joshua Mergos, William C Stacey, Robert H Bartlett, Cindy H Hsu, Alvaro Rojas-Peña, Robert W Neumar

Prolonged cardiac arrest (CA) causes microvascular thrombosis which is a potential barrier to organ reperfusion during extracorporeal cardiopulmonary resuscitation (ECPR). The aim of this study was to test the hypothesis that early intra-arrest anticoagulation during cardiopulmonary resuscitation (CPR) and thrombolytic therapy during ECPR improve recovery of brain and heart function in a porcine model of prolonged out-of-hospital CA.

Design: Randomized interventional trial.

Setting: University laboratory.

Subjects: Swine.

Interventions: In a blinded study, 48 swine were subjected to 8 minutes of ventricular fibrillation CA followed by 30 minutes of goal-directed CPR and 8 hours of ECPR. Animals were randomized into four groups (n = 12) and given either placebo (P) or argatroban (ARG; 350 mg/kg) at minute 12 of CA and either placebo (P) or streptokinase (STK, 1.5 MU) at the onset of ECPR.

Measurements and main results: Primary outcomes included recovery of cardiac function measured by cardiac resuscitability score (CRS: range 0-6) and recovery of brain function measured by the recovery of somatosensory-evoked potential (SSEP) cortical response amplitude. There were no significant differences in recovery of cardiac function as measured by CRS between groups (p = 0.16): P + P 2.3 (1.0); ARG + P = 3.4 (2.1); P + STK = 1.6 (2.0); ARG + STK = 2.9 (2.1). There were no significant differences in the maximum recovery of SSEP cortical response relative to baseline between groups (p = 0.73): P + P = 23% (13%); ARG + P = 20% (13%); P + STK = 25% (14%); ARG + STK = 26% (13%). Histologic analysis demonstrated reduced myocardial necrosis and neurodegeneration in the ARG + STK group relative to the P + P group.

Conclusions: In this swine model of prolonged CA treated with ECPR, early intra-arrest anticoagulation during goal-directed CPR and thrombolytic therapy during ECPR did not improve initial recovery of heart and brain function but did reduce histologic evidence of ischemic injury. The impact of this therapeutic strategy on the long-term recovery of cardiovascular and neurological function requires further investigation.

长时间心脏骤停(CA)引起微血管血栓形成,是体外心肺复苏(ECPR)过程中器官再灌注的潜在障碍。本研究的目的是验证在长时间院外ca猪模型中,心肺复苏(CPR)期间的早期停搏内抗凝和ECPR期间的溶栓治疗是否能改善脑和心脏功能的恢复。环境:大学实验室。主题:猪。干预措施:在一项盲法研究中,48头猪接受了8分钟的心室颤动CA,随后进行了30分钟的目标定向CPR和8小时的ECPR。动物随机分为四组(n = 12),分别给予安慰剂(P)或阿加曲班(ARG);350 mg/kg),在ECPR开始时使用安慰剂(P)或链激酶(STK, 1.5 MU)。测量结果和主要结果:主要结果包括心脏复苏评分(CRS:范围0-6)测量的心功能恢复和躯体感觉诱发电位(SSEP)皮层反应幅度恢复测量的脑功能恢复。两组间CRS测量的心功能恢复无显著差异(p = 0.16): p + p 2.3 (1.0);Arg + p = 3.4 (2.1);P + STK = 1.6 (2.0);Arg + STK = 2.9(2.1)。相对于基线,两组间SSEP皮质反应的最大恢复无显著差异(p = 0.73): p + p = 23% (13%);Arg + p = 20% (13%);P + STK = 25% (14%);Arg + STK = 26%(13%)。组织学分析显示,与P + P组相比,ARG + STK组心肌坏死和神经退行性变减少。结论:在这个接受ECPR治疗的延长CA猪模型中,目标导向CPR期间的早期停搏内抗凝和ECPR期间的溶栓治疗并没有改善心脏和大脑功能的初始恢复,但确实减少了缺血性损伤的组织学证据。这种治疗策略对心血管和神经功能长期恢复的影响有待进一步研究。
{"title":"Therapeutic Effect of Argatroban During Cardiopulmonary Resuscitation and Streptokinase During Extracorporeal Cardiopulmonary Resuscitation in a Porcine Model of Prolonged Cardiac Arrest.","authors":"Jensyn J VanZalen,&nbsp;Stephen Harvey,&nbsp;Pavel Hála,&nbsp;Annie Phillips,&nbsp;Takahiro Nakashima,&nbsp;Emre Gok,&nbsp;Mohamad Hakam Tiba,&nbsp;Brendan M McCracken,&nbsp;Joseph E Hill,&nbsp;Jinhui Liao,&nbsp;Joshua Jung,&nbsp;Joshua Mergos,&nbsp;William C Stacey,&nbsp;Robert H Bartlett,&nbsp;Cindy H Hsu,&nbsp;Alvaro Rojas-Peña,&nbsp;Robert W Neumar","doi":"10.1097/CCE.0000000000000902","DOIUrl":"https://doi.org/10.1097/CCE.0000000000000902","url":null,"abstract":"<p><p>Prolonged cardiac arrest (CA) causes microvascular thrombosis which is a potential barrier to organ reperfusion during extracorporeal cardiopulmonary resuscitation (ECPR). The aim of this study was to test the hypothesis that early intra-arrest anticoagulation during cardiopulmonary resuscitation (CPR) and thrombolytic therapy during ECPR improve recovery of brain and heart function in a porcine model of prolonged out-of-hospital CA.</p><p><strong>Design: </strong>Randomized interventional trial.</p><p><strong>Setting: </strong>University laboratory.</p><p><strong>Subjects: </strong>Swine.</p><p><strong>Interventions: </strong>In a blinded study, 48 swine were subjected to 8 minutes of ventricular fibrillation CA followed by 30 minutes of goal-directed CPR and 8 hours of ECPR. Animals were randomized into four groups (<i>n</i> = 12) and given either placebo (P) or argatroban (ARG; 350 mg/kg) at minute 12 of CA and either placebo (P) or streptokinase (STK, 1.5 MU) at the onset of ECPR.</p><p><strong>Measurements and main results: </strong>Primary outcomes included recovery of cardiac function measured by cardiac resuscitability score (CRS: range 0-6) and recovery of brain function measured by the recovery of somatosensory-evoked potential (SSEP) cortical response amplitude. There were no significant differences in recovery of cardiac function as measured by CRS between groups (<i>p</i> = 0.16): P + P 2.3 (1.0); ARG + P = 3.4 (2.1); P + STK = 1.6 (2.0); ARG + STK = 2.9 (2.1). There were no significant differences in the maximum recovery of SSEP cortical response relative to baseline between groups (<i>p</i> = 0.73): P + P = 23% (13%); ARG + P = 20% (13%); P + STK = 25% (14%); ARG + STK = 26% (13%). Histologic analysis demonstrated reduced myocardial necrosis and neurodegeneration in the ARG + STK group relative to the P + P group.</p><p><strong>Conclusions: </strong>In this swine model of prolonged CA treated with ECPR, early intra-arrest anticoagulation during goal-directed CPR and thrombolytic therapy during ECPR did not improve initial recovery of heart and brain function but did reduce histologic evidence of ischemic injury. The impact of this therapeutic strategy on the long-term recovery of cardiovascular and neurological function requires further investigation.</p>","PeriodicalId":10759,"journal":{"name":"Critical Care Explorations","volume":"5 5","pages":"e0902"},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/83/fa/cc9-5-e0902.PMC10174369.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9473942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Detecting the Change in Total Circulatory Flow with a Wireless, Wearable Doppler Ultrasound Patch: A Pilot Study. 用无线可穿戴多普勒超声贴片检测总循环流量的变化:一项试点研究。
Pub Date : 2023-05-01 DOI: 10.1097/CCE.0000000000000914
Chelsea E Munding, Jon-Émile S Kenny, Zhen Yang, Geoffrey Clarke, Mai Elfarnawany, Andrew M Eibl, Joseph K Eibl, Bhanu Nalla, Rony Atoui

Measuring fluid responsiveness is important in the management of critically ill patients, with a 10-15% change in cardiac output typically being used to indicate "fluid responsiveness." Ideally, these changes would be measured noninvasively and peripherally. The aim of this study was to determine how the common carotid artery (CCA) maximum velocity changes with total circulatory flow when confounding factors are mitigated and determine a value for CCA maximum velocity corresponding to a 10% change in total circulatory flow.

Design: Prospective observational pilot study.

Setting: Patients undergoing elective, on-pump coronary artery bypass grafting (CABG) surgery.

Patients: Fourteen patients were referred for elective coronary artery bypass grafting surgery.

Interventions: Cardiopulmonary bypass (CPB) pump flow changes during surgery, as chosen by the perfusionist.

Measurements: A hands-free, wearable Doppler patch was used for CCA velocity measurements with the aim of preventing user errors in ultrasound measurements. Maximum CCA velocity was determined from the spectrogram acquired by the Doppler patch. CPB flow rates were recorded as displayed on the CPB console, and further measured from the peristaltic pulsation frequency visible on the recorded Doppler spectrograms.

Main results: Changes in CCA maximum velocity tracked well with changes in CPB flow. On average, a 13.6% change in CCA maximum velocity was found to correspond to a 10% change in CPB flow rate.

Conclusions: Changes in CCA velocity may be a useful surrogate for determining fluid responsiveness when user error can be mitigated.

测量液体反应性在危重病人的管理中很重要,通常使用10-15%的心输出量变化来指示“液体反应性”。理想情况下,这些变化应该是无创的和外围的。本研究的目的是确定当混杂因素减轻时,颈总动脉(CCA)最大流速如何随总循环流量变化,并确定总循环流量变化10%时对应的CCA最大流速值。设计:前瞻性观察性先导研究。背景:接受选择性无泵冠状动脉旁路移植术(CABG)的患者。患者:14例患者接受择期冠状动脉搭桥术。干预措施:手术期间体外循环(CPB)泵流量的变化,由灌注师选择。测量:使用免提、可穿戴的多普勒贴片进行CCA速度测量,目的是防止用户在超声测量中出现错误。最大CCA速度由多普勒贴片获得的频谱图确定。CPB流量记录显示在CPB控制台上,并进一步从记录的多普勒频谱图上可见的蠕动脉动频率进行测量。主要结果:CCA最大流速的变化与CPB流量的变化密切相关。平均而言,CCA最大流速的13.6%变化对应于CPB流量的10%变化。结论:当用户错误可以减轻时,CCA速度的变化可能是确定流体响应性的有用替代。
{"title":"Detecting the Change in Total Circulatory Flow with a Wireless, Wearable Doppler Ultrasound Patch: A Pilot Study.","authors":"Chelsea E Munding,&nbsp;Jon-Émile S Kenny,&nbsp;Zhen Yang,&nbsp;Geoffrey Clarke,&nbsp;Mai Elfarnawany,&nbsp;Andrew M Eibl,&nbsp;Joseph K Eibl,&nbsp;Bhanu Nalla,&nbsp;Rony Atoui","doi":"10.1097/CCE.0000000000000914","DOIUrl":"https://doi.org/10.1097/CCE.0000000000000914","url":null,"abstract":"<p><p>Measuring fluid responsiveness is important in the management of critically ill patients, with a 10-15% change in cardiac output typically being used to indicate \"fluid responsiveness.\" Ideally, these changes would be measured noninvasively and peripherally. The aim of this study was to determine how the common carotid artery (CCA) maximum velocity changes with total circulatory flow when confounding factors are mitigated and determine a value for CCA maximum velocity corresponding to a 10% change in total circulatory flow.</p><p><strong>Design: </strong>Prospective observational pilot study.</p><p><strong>Setting: </strong>Patients undergoing elective, on-pump coronary artery bypass grafting (CABG) surgery.</p><p><strong>Patients: </strong>Fourteen patients were referred for elective coronary artery bypass grafting surgery.</p><p><strong>Interventions: </strong>Cardiopulmonary bypass (CPB) pump flow changes during surgery, as chosen by the perfusionist.</p><p><strong>Measurements: </strong>A hands-free, wearable Doppler patch was used for CCA velocity measurements with the aim of preventing user errors in ultrasound measurements. Maximum CCA velocity was determined from the spectrogram acquired by the Doppler patch. CPB flow rates were recorded as displayed on the CPB console, and further measured from the peristaltic pulsation frequency visible on the recorded Doppler spectrograms.</p><p><strong>Main results: </strong>Changes in CCA maximum velocity tracked well with changes in CPB flow. On average, a 13.6% change in CCA maximum velocity was found to correspond to a 10% change in CPB flow rate.</p><p><strong>Conclusions: </strong>Changes in CCA velocity may be a useful surrogate for determining fluid responsiveness when user error can be mitigated.</p>","PeriodicalId":10759,"journal":{"name":"Critical Care Explorations","volume":"5 5","pages":"e0914"},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/6c/5f/cc9-5-e0914.PMC10166367.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9446590","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Critical Care Explorations
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