sofa score

SOFA 评分
  • 文章类型: Journal Article
    在这里,我们评估了在医疗重症监护病房(MICU)实施BioFire®FilmArray®肺炎小组(FA-PP)的最佳时机.使用FA-PP检查了135例MICU收治的急性呼吸衰竭和重症肺炎患者的呼吸道样本。该队列的平均年龄为67.1岁,69.6%为男性。值得注意的是,38.5%是吸烟者,初始MICU入院时的平均急性生理学和慢性健康评估-II(APACHE-II)评分为30.62,平均序贯器官衰竭评估评分(SOFA)为11.23,表明严重疾病。此外,28.9、52.6和43%的患者有恶性肿瘤史,高血压,和糖尿病,分别。社区获得性肺炎占病例的42.2%,而医院获得性肺炎占37%.肺炎诊断与FA-PP实施之间的平均时间间隔为1.9天,平均MICU住院时间为19.42天。死亡率为50.4%。多变量logistic回归分析确定了两个变量作为死亡率的重要独立预测因子:APACHE-II评分(p=0.033,OR=1.06,95%CI1.00-1.11),恶性肿瘤病史(OR=3.89,95%CI1.64-9.26)。Kaplan-Meier生存分析表明,早期FA-PP测试没有提供生存益处。该研究表明,FA-PP测试对重症肺炎合并急性呼吸衰竭患者的死亡率没有显着影响。然而,癌症病史和较高的APACHE-II评分仍然是死亡的重要独立危险因素.
    Herein, we evaluated the optimal timing for implementing the BioFire® FilmArray® Pneumonia Panel (FA-PP) in the medical intensive care unit (MICU). Respiratory samples from 135 MICU-admitted patients with acute respiratory failure and severe pneumonia were examined using FA-PP. The cohort had an average age of 67.1 years, and 69.6% were male. Notably, 38.5% were smokers, and the mean acute physiology and chronic health evaluation-II (APACHE-II) score at initial MICU admission was 30.62, and the mean sequential organ failure assessment score (SOFA) was 11.23, indicating sever illness. Furthermore, 28.9, 52.6, and 43% of patients had a history of malignancy, hypertension, and diabetes mellitus, respectively. Community-acquired pneumonia accounted for 42.2% of cases, whereas hospital-acquired pneumonia accounted for 37%. The average time interval between pneumonia diagnosis and FA-PP implementation was 1.9 days, and the mean MICU length of stay was 19.42 days. The mortality rate was 50.4%. Multivariate logistic regression analysis identified two variables as significant independent predictors of mortality: APACHE-II score (p = 0.033, OR = 1.06, 95% CI 1.00-1.11), history of malignancy (OR = 3.89, 95% CI 1.64-9.26). The Kaplan-Meier survival analysis indicated that early FA-PP testing did not provide a survival benefit. The study suggested that the FA-PP test did not significantly impact the mortality rate of patients with severe pneumonia with acute respiratory failure. However, a history of cancer and a higher APACHE-II score remain important independent risk factors for mortality.
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  • 文章类型: Journal Article
    背景脓毒症被定义为由宿主对感染的反应失调引起的危及生命的器官功能障碍,通常会导致严重的结果,如感染性休克和死亡。全球范围内,败血症是导致疾病和死亡的最常见原因之一。序贯器官衰竭评估(SOFA)评分是用于评估和预测败血症患者器官衰竭程度的既定标记。新标记的介绍,如乳酸/白蛋白(L/A)比,作为重症监护机构的预后指标,特别是对于脓毒症患者。在这种情况下,入院时较高的L/A比率有助于评估疾病严重程度并改善临床决策以降低死亡率和不良结局。我们的目标是通过我们的研究来关联。材料和方法这是一项观察性横断面分析,对100名年龄在18岁以上的患者进行了观察性横断面分析,这些患者符合“脓毒症-3”指南,并被送往D.Y.Patil医院的医疗重症监护病房,浦那,马哈拉施特拉邦,印度,2022年10月至2024年5月。被分类为Child-PughC级的慢性肝病患者被排除在外,慢性肾病(CKD)患者也是如此。在研究前从每个参与者获得书面知情同意书。数据是通过体检收集的,常规实验室调查,和放射学评估。使用IBMSPSS版本20(IBMCorp.,Armonk,NY).使用SPSS数据编辑器进行描述性统计分析。对于所有分析,在小于0.05的p值下考虑统计学显著性。结果在研究人群中,78例患者存活,22名患者死亡。非幸存者的L/A比率和SOFA评分明显高于幸存者,无论是在入场时还是之后,具有统计学意义(p<0.05)。入院后24小时检查L/A比值与SOFA评分之间的相关性,48小时,第7天和第28天。Pearson相关性分析显示在整个研究期间具有统计学意义的结果(p<0.05)。结论L/A比值较高,随着ICU入院时的SOFA分数,与严重的预后和不良结局有关,作为ICU入院的独立危险因素。因此,对于L/A比值和SOFA评分较高的患者,应及早发现并积极管理,以避免不良结局.我们的研究表明,与单独使用血清乳酸相比,将血清乳酸和血清白蛋白水平结合成L/A比率显着提高了预后准确性。
    Background Sepsis is defined as a life-threatening organ dysfunction caused by a dysregulated host response to infection, often resulting in severe outcomes such as septic shock and death. Globally, sepsis ranks among the most common causes of illness and death. The Sequential Organ Failure Assessment (SOFA) score is an established marker used to assess and predict the extent of organ failure in septic patients. The introduction of novel markers, such as the lactate/albumin (L/A) ratio, serves as a prognostic indicator in critical care settings, particularly for patients with sepsis. In this context, a higher L/A ratio upon admission aids in assessing disease severity and improving clinical decision-making to reduce mortality and adverse outcomes, which we aim to correlate through our study. Materials and methods This was an observational cross-sectional analysis conducted on 100 patients aged over 18 years who met the \"Sepsis-3\" guidelines and were admitted to the medical intensive care unit of Dr. D. Y. Patil Hospital, Pune, Maharashtra, India, between October 2022 and May 2024. Patients with chronic liver disease classified as Child-Pugh class C were excluded, as were those with chronic kidney disease (CKD). Written informed consent was obtained from each participant before the study. Data were collected through physical examination, routine laboratory investigations, and radiological assessments. Statistical analysis was performed using IBM SPSS version 20 (IBM Corp., Armonk, NY). Descriptive statistical analyses were conducted using the SPSS data editor. Statistical significance was considered at a p-value of less than 0.05 for all analyses. Results In the study population, 78 patients survived, while 22 patients died. The L/A ratio and SOFA score were significantly higher in non-survivors compared to survivors, both upon admission and thereafter, with statistical significance (p < 0.05). The correlation between the L/A ratio and the SOFA score was examined upon admission at 24 hours, 48 hours, day 7, and day 28. Pearson correlation analysis revealed statistically significant results (p < 0.05) throughout the entire study period. Conclusion A high L/A ratio, along with the SOFA score at ICU admission, was associated with a grave prognosis and poor outcomes, serving as independent risk factors for ICU admission. Therefore, patients with a high L/A ratio and SOFA score should be identified early and managed aggressively to avoid poor outcomes. Our study demonstrates that combining serum lactate and serum albumin levels into the L/A ratio significantly enhances prognostic accuracy compared to using serum lactate alone.
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  • 文章类型: Journal Article
    背景:本研究旨在建立预测重症监护病房(ICU)COVID-19患者是否需要有创机械通气(IMV)的预后模型,并将其表现与呼吸频率-氧分压(ROX)指数进行比较。
    方法:使用2020年3月至2021年8月在里约热内卢的三家医院收集的数据进行了一项回顾性队列研究。巴西。对18岁及以上诊断为COVID-19的ICU患者进行筛查。排除标准是在ICU入住的前24小时内接受IMV的患者,怀孕,最低限度临终关怀的临床决策和缺少的主要结局数据.收集临床和实验室变量。采用多因素logistic回归分析选择预测变量。模型基于最低Akaike信息标准(AIC)和具有显著p值的最低AIC。对预测性能进行评估以进行区分和校准。使用DeLong算法比较曲线下面积(AUC)。使用国际数据库对模型进行了外部验证。
    结果:在接受筛查的656名患者中,纳入346例患者;155例需要IMV(44.8%),191没有(55.2%),207例患者为男性(59.8%)。根据最低的AIC,动脉高血压,糖尿病,肥胖,序贯器官衰竭评估(SOFA)评分,心率,呼吸频率,外周血氧饱和度(SpO2),温度,呼吸努力信号,和白细胞在入院时被确定为IMV的预测因子。根据具有显著p值的AIC,SOFA得分,SpO2和呼吸努力信号是IMV的最佳预测因子;比值比(95%置信区间):1.46(1.07-2.05),0.81(0.72-0.90),9.13(3.29-28.67),分别。IMV组入院时的ROX指数低于非IMV组(7.3[5.2-9.8]vs9.6[6.8-12.9],p分别<0.001)。在外部验证群体中,ROX指数曲线下面积(AUC)为0.683(准确率63%),AIC模型显示AUC为0.703(准确率69%),具有显著p值的最低AIC模型的AUC为0.725(准确率79%)。
    结论:在患有COVID-19的ICU患者的发展人群中,SOFA评分,SpO2和呼吸努力信号比ROX指数更好地预测IMV的需求。在外部验证群体中,尽管AUC没有显着差异,使用SOFA评分时,准确性更高,与ROX指数相比,SpO2和呼吸努力信号。这表明这些变量可能更有助于预测ICUCOVID-19患者对IMV的需求。
    结果:
    NCT05663528。
    BACKGROUND: This study aimed to develop prognostic models for predicting the need for invasive mechanical ventilation (IMV) in intensive care unit (ICU) patients with COVID-19 and compare their performance with the Respiratory rate-OXygenation (ROX) index.
    METHODS: A retrospective cohort study was conducted using data collected between March 2020 and August 2021 at three hospitals in Rio de Janeiro, Brazil. ICU patients aged 18 years and older with a diagnosis of COVID-19 were screened. The exclusion criteria were patients who received IMV within the first 24 h of ICU admission, pregnancy, clinical decision for minimal end-of-life care and missing primary outcome data. Clinical and laboratory variables were collected. Multiple logistic regression analysis was performed to select predictor variables. Models were based on the lowest Akaike Information Criteria (AIC) and lowest AIC with significant p values. Assessment of predictive performance was done for discrimination and calibration. Areas under the curves (AUC)s were compared using DeLong\'s algorithm. Models were validated externally using an international database.
    RESULTS: Of 656 patients screened, 346 patients were included; 155 required IMV (44.8%), 191 did not (55.2%), and 207 patients were male (59.8%). According to the lowest AIC, arterial hypertension, diabetes mellitus, obesity, Sequential Organ Failure Assessment (SOFA) score, heart rate, respiratory rate, peripheral oxygen saturation (SpO2), temperature, respiratory effort signals, and leukocytes were identified as predictors of IMV at hospital admission. According to AIC with significant p values, SOFA score, SpO2, and respiratory effort signals were the best predictors of IMV; odds ratios (95% confidence interval): 1.46 (1.07-2.05), 0.81 (0.72-0.90), 9.13 (3.29-28.67), respectively. The ROX index at admission was lower in the IMV group than in the non-IMV group (7.3 [5.2-9.8] versus 9.6 [6.8-12.9], p < 0.001, respectively). In the external validation population, the area under the curve (AUC) of the ROX index was 0.683 (accuracy 63%), the AIC model showed an AUC of 0.703 (accuracy 69%), and the lowest AIC model with significant p values had an AUC of 0.725 (accuracy 79%).
    CONCLUSIONS: In the development population of ICU patients with COVID-19, SOFA score, SpO2, and respiratory effort signals predicted the need for IMV better than the ROX index. In the external validation population, although the AUCs did not differ significantly, the accuracy was higher when using SOFA score, SpO2, and respiratory effort signals compared to the ROX index. This suggests that these variables may be more useful in predicting the need for IMV in ICU patients with COVID-19.
    RESULTS:
    UNASSIGNED: NCT05663528.
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  • 文章类型: Journal Article
    目的:我们旨在研究我们中心的慢加急性肝衰竭(ACLF)患者的病因和临床特征,并描述与死亡率相关的因素。
    方法:纳入符合亚太肝脏研究协会(APASL)ACLF定义的患者。我们研究了ACLF患者的病因和临床特征,并分析了与死亡率相关的因素。我们还根据器官衰竭的数量和ACLF的等级分析了死亡率。
    结果:114例患者被纳入。酒精(82,71.9%),药物(22,19.3%),病毒性肝炎(17,14.9%)是ACLF最常见的诱发因素。慢性疾病的最常见原因是酒精(83,72.8%)。53人(46.5%),60(52.6%),44(38.6%),32(28.1%),和24(21.1%)经历肾脏,凝血,大脑,呼吸,和循环故障,分别。总的来说,住院死亡率为54例(48.6%),平均停留8天.晚期肝性脑病和呼吸机支持独立预测死亡率。序贯器官衰竭评估(SOFA)评分在预测ACLF死亡率方面优于所有其他预后评分。
    结论:酒精是ACLF最常见的沉淀因子。住院死亡率为48.6%。晚期肝性脑病和呼吸机支持独立预测死亡率。与其他预后评分相比,SOFA评分是ACLF死亡率更准确的预测指标。
    OBJECTIVE: We aimed to study the etiologies and clinical profile and to describe the factors associated with mortality in acute-on-chronic liver failure (ACLF) patients at our center.
    METHODS: Patients meeting the Asian Pacific Association for the Study of the Liver (APASL) definition of ACLF were included. We studied etiologies and clinical profile and analyzed the factors associated with mortality in patients with ACLF. We also analyzed the mortality rates based on the number of organ failures and the grade of ACLF.
    RESULTS: 114 patients were included. Alcohol (82, 71.9%), drugs (22, 19.3%), and viral hepatitis (17, 14.9%) were the commonest precipitating factors of ACLF. The commonest cause of chronic disease was alcohol (83, 72.8%). Fifty-three (46.5%), 60 (52.6%), 44 (38.6%), 32 (28.1%), and 24 (21.1%) experienced renal, coagulation, cerebral, respiratory, and circulation failures, respectively. Overall, the in-hospital mortality rate stood at 54 (48.6%), with a median stay of eight days. Advanced hepatic encephalopathy and ventilator support independently predicted mortality. The Sequential Organ Failure Assessment (SOFA) score outperformed all other prognostic scores in predicting mortality in ACLF.
    CONCLUSIONS: Alcohol was the most common precipitating factor for ACLF. The in-hospital mortality rate was 48.6%. Advanced hepatic encephalopathy and ventilator support independently predicted mortality. The SOFA score is a more accurate predictor of mortality in ACLF when compared to other prognostic scores.
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  • 文章类型: Journal Article
    脓毒症是影响全球数百万人的主要全球健康,因此,了解其影响因素变得至关重要。这项在三级护理中心进行的横断面研究探讨了铁轮廓之间的关系,维生素D水平,以及脓毒症和脓毒性休克患者的预后。主要目的是探讨早期重症监护病房(ICU)住院期间铁和维生素D参数的患病率及其与28天死亡率的关系。
    跨越18个月,本研究纳入ICU符合脓毒症或脓毒性休克标准的成年患者.数据收集包括人口统计信息,临床特征,入院时的铁和维生素D水平的血液样本。使用序贯器官衰竭评估(SOFA)和急性生理学和慢性健康评估II(APACHEII)评分评估疾病严重程度,按照存活的脓毒症-3指南进行治疗。
    这项研究涉及142名参与者,发现流行的生物体,如鲍曼不动杆菌,铜绿假单胞菌,和肺炎克雷伯菌.确定了与死亡率的值得注意的联系,包括血管加压药支持,ICU住院时间,SOFA得分,和APACHE-II得分。有趣的是,年龄,性别,和维生素D水平没有显着关联。然而,这项研究确实揭示了铁之间的显著关联,铁蛋白,和转铁蛋白饱和度水平增加28天死亡率。
    我们的研究得出结论,低铁,铁蛋白升高,转铁蛋白饱和度降低与感兴趣的结果保持相关性。虽然与维生素D水平没有建立这种关系。这些结果表明对患者管理和预后的潜在影响,值得在未来的研究中进一步探索。
    BairwaM,JatteppanavarB,康德R,辛格M,ChoudhuryA.铁谱和维生素D水平对脓毒症和脓毒症休克患者临床结局的影响:三级护理中心的横断面分析。印度J暴击护理中心2024;28(6):569-574。
    UNASSIGNED: Sepsis is a major global health affecting millions worldwide, hence understanding its contributing factors becomes paramount. This cross-sectional study at a tertiary care center explores the relationship between iron profile, vitamin D levels, and outcomes in sepsis and septic shock patients. The primary objective was to explore the prevalence of iron profile and vitamin D parameters during early intensive care unit (ICU) admission and their association with 28-day mortality.
    UNASSIGNED: Spanning 18 months, the study enrolled adult patients meeting sepsis or septic shock criteria at the ICU. Data collection included demographic information, clinical characteristics, and blood samples for iron profile and vitamin D levels at admission. Disease severity was assessed using sequential organ failure assessment (SOFA) and acute physiology and chronic health evaluation II (APACHE II) scores, and treatment was administered as per surviving sepsis-3 guidelines.
    UNASSIGNED: The research involved 142 participants, uncovering prevalent organisms such as Acinetobacter baumannii, Pseudomonas aeruginosa, and Klebsiella pneumoniae. Noteworthy connections to mortality were identified for factors including vasopressor support, ICU stay duration, SOFA score, and APACHE-II score. Interestingly, age, gender, and vitamin D levels showed no significant associations. However, the study did reveal a significant association between iron, ferritin, and transferrin saturation levels with increased 28-day mortality.
    UNASSIGNED: Our study concluded that low Iron, elevated ferritin, and decreased transferrin saturation levels maintained associations with the outcome of interest. While no such relationship was established with vitamin D levels. These results suggest potential implications for patient management and prognosis, warranting further exploration in future research.
    UNASSIGNED: Bairwa M, Jatteppanavar B, Kant R, Singh M, Choudhury A. Impact of Iron Profile and Vitamin D Levels on Clinical Outcomes in Patients with Sepsis and Septic Shock: A Cross-sectional Analysis at a Tertiary Care Center. Indian J Crit Care Med 2024;28(6):569-574.
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  • 文章类型: Editorial
    如何引用这篇文章:PatnaikRK,KaranN.协同生存:在重症监护预后中联合急性胃肠道损伤等级和疾病严重程度评分。印度J暴击护理中心2024;28(6):529-530。
    How to cite this article: Patnaik RK, Karan N. Synergizing Survival: Uniting Acute Gastrointestinal Injury Grade and Disease Severity Scores in Critical Care Prognostication. Indian J Crit Care Med 2024;28(6):529-530.
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  • 文章类型: Journal Article
    最近的研究表明促红细胞生成素对中枢神经系统具有抗炎作用。作者旨在研究促红细胞生成素对格拉斯哥昏迷量表(GCS)的影响。序贯器官衰竭评估(SOFA)评分,以及创伤性脑损伤(TBI)患者的死亡率。
    68例符合纳入标准的患者被随机分配到对照组或干预组。在干预组中,在第1、3和5天施用促红细胞生成素(4000单位)。在对照组中,同日使用生理盐水。主要结果是干预期间GCS和SOFA评分的变化。次要结果是前2周的通气期和3个月的死亡率。
    促红细胞生成素给药随着时间的推移显著影响SOFA评分(P=0.008),但对GCS没有显著影响,观察两组患者的通气时间。最后,促红细胞生成素对三个月死亡率没有显著影响(23.5%vs.促红细胞生成素和对照组为38.2%,分别)。然而,干预组的死亡率低于对照组。
    我们的发现表明,在TBI中使用促红细胞生成素可以改善SOFA评分。因此,促红细胞生成素可能对TBI患者的早期发病和临床改善有有益作用。
    UNASSIGNED: Recent studies suggest that erythropoietin has an anti-inflammatory effect on the central nervous system. The authors aimed to investigate the effect of erythropoietin on Glasgow Coma Scale (GCS), Sequential Organ Failure Assessment (SOFA) scores, and the mortality rate of traumatic brain injury (TBI) patients.
    UNASSIGNED: Sixty-eight patients with available inclusion criteria were randomly allocated to the control or intervention groups. In the intervention group, erythropoietin (4000 units) was administrated on days 1, 3, and 5. In the control group, normal saline on the same days was used. The primary outcomes were the GCS and SOFA score changes during the intervention. The secondary outcomes were the ventilation period during the first 2 weeks and the 3-month mortality rate.
    UNASSIGNED: Erythropoietin administration significantly affected SOFA score over time (P=0.008), but no significant effect on the GCS, and duration of ventilation between the two groups was observed. Finally, erythropoietin had no significant effect on the three-month mortality (23.5% vs. 38.2% in the erythropoietin and control group, respectively). However, the mortality rate in the intervention group was lower than in the control group.
    UNASSIGNED: Our finding showed that erythropoietin administration in TBI may improve SOFA score. Therefore, erythropoietin may have beneficial effects on early morbidity and clinical improvement in TBI patients.
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  • 文章类型: Journal Article
    背景:序贯器官衰竭评估(SOFA)评分是诊断败血症和量化器官功能障碍的重要工具。然而,尽管有新的证据表明女性和男性在败血症病理生理学上存在差异,性别目前不在SOFA评分中。我们旨在调查器官功能障碍的潜在性别差异,以SOFA评分衡量,并探讨脓毒症或脓毒性休克患者的预后相关性。
    方法:回顾性分析2021年1月至2022年12月12日期间,在85个认证瑞士ICU之一中,前瞻性纳入ICU的脓毒症或脓毒性休克患者的SOFA评分的性别差异。
    结果:在125,782名患者中,5947(5%)入院,临床诊断为败血症(2244,38%)或败血症性休克(3703,62%)。其中,5078(37%的女性)有资格进行分析。女性(平均7.5±SD3.6分)和男性(7.8±3.6分,威尔科克森秩和p<0.001)。这是由凝血差异驱动的(p=0.008),肝脏(p<0.001)和肾脏(p<0.001)SOFA成分。年龄<52岁的年轻患者之间的性别差异更为明显(女性7.1±4.0分,男性8.1±4.2分,p=0.004)。ICU住院时间没有发现性别差异(女性中位数2.6天(IQR1.3-5.3)与男性2.7天(IQR1.2-6.0),p=0.13)和ICU死亡率(女性14%vs男性15%,p=0.17)。
    结论:瑞士ICU脓毒症或脓毒性休克患者的SOFA评分存在性别差异,特别是在基于实验室的组件中。尽管这些差异的临床意义尚不清楚,有必要对SOFA评分成分的性别阈值进行重新评估,以便做出更准确和个性化的分类.
    BACKGROUND: The Sequential Organ Failure Assessment (SOFA) score is an important tool in diagnosing sepsis and quantifying organ dysfunction. However, despite emerging evidence of differences in sepsis pathophysiology between women and men, sex is currently not being considered in the SOFA score. We aimed to investigate potential sex-specific differences in organ dysfunction, as measured by the SOFA score, in patients with sepsis or septic shock and explore outcome associations.
    METHODS: Retrospective analysis of sex-specific differences in the SOFA score of prospectively enrolled ICU patients with sepsis or septic shock admitted to one of 85 certified Swiss ICUs between 01/2021 and 12/2022.
    RESULTS: Of 125,782 patients, 5947 (5%) were admitted with a clinical diagnosis of sepsis (2244, 38%) or septic shock (3703, 62%). Of these, 5078 (37% women) were eligible for analysis. A statistically significant difference of the total SOFA score on admission was found between women (mean 7.5 ± SD 3.6 points) and men (7.8 ± 3.6 points, Wilcoxon rank-sum p < 0.001). This was driven by differences in the coagulation (p = 0.008), liver (p < 0.001) and renal (p < 0.001) SOFA components. Differences between sexes were more prominent in younger patients < 52 years of age (women 7.1 ± 4.0 points vs men 8.1 ± 4.2 points, p = 0.004). No sex-specific differences were found in ICU length of stay (women median 2.6 days (IQR 1.3-5.3) vs men 2.7 days (IQR 1.2-6.0), p = 0.13) and ICU mortality (women 14% vs men 15%, p = 0.17).
    CONCLUSIONS: Sex-specific differences exist in the SOFA score of patients admitted to a Swiss ICU with sepsis or septic shock, particularly in laboratory-based components. Although the clinical meaningfulness of these differences is unclear, a reevaluation of sex-specific thresholds for SOFA score components is warranted in an attempt to make more accurate and individualised classifications.
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  • 文章类型: Journal Article
    目的:序贯器官衰竭评估(SOFA)评分在重症监护病房(ICU)中起着至关重要的作用,可以提供患者器官功能或衰竭程度的可靠指标。然而,精确的评估是耗时的,ICU临床实践中的日常评估可能具有挑战性。
    方法:创建了ICU环境中的真实场景,和ChatGPT4.0Plus的数据挖掘精度,巴德,使用Spearman's以及关于确定SOFA评分的准确性的组内相关系数评估了困惑AI。
    结果:在实际SOFA评分与通过ChatGPT4.0Plus计算的评分之间观察到最强的相关性(r相关系数0.92)(p<0.001)。相比之下,实际SOFA与Bard计算的SOFA之间的相关性中等(r=0.59,p=0.070),虽然与困惑AI的相关性很大,在0.89,p<0.001。SOFA与ChatGPT4.0Plus的类间相关系数分析,巴德,困惑AI为ICC=0.94。
    结论:人工智能(AI)工具,特别是ChatGPT4.0Plus,在ICU设置中通过AI数据挖掘协助自动进行SOFA分数计算方面表现出重大希望。它们提供了减少人工工作量并提高连续患者监测和评估效率的途径。然而,进一步的开发和验证是必要的,以确保在重症监护环境的准确性和可靠性。
    OBJECTIVE: The Sequential Organ Failure Assessment (SOFA) score plays a crucial role in intensive care units (ICUs) by providing a reliable measure of a patient\'s organ function or extent of failure. However, the precise assessment is time-consuming, and daily assessment in clinical practice in the ICU can be challenging.
    METHODS: Realistic scenarios in an ICU setting were created, and the data mining precision of ChatGPT 4.0 Plus, Bard, and Perplexity AI were assessed using Spearman\'s as well as the intraclass correlation coefficients regarding the accuracy in determining the SOFA score.
    RESULTS: The strongest correlation was observed between the actual SOFA score and the score calculated by ChatGPT 4.0 Plus (r correlation coefficient 0.92) (p<0.001). In contrast, the correlation between the actual SOFA and that calculated by Bard was moderate (r=0.59, p=0.070), while the correlation with Perplexity AI was substantial, at 0.89, with a p<0.001. The interclass correlation coefficient analysis of SOFA with those of ChatGPT 4.0 Plus, Bard, and Perplexity AI was ICC=0.94.
    CONCLUSIONS: Artificial intelligence (AI) tools, particularly ChatGPT 4.0 Plus, show significant promise in assisting with automated SOFA score calculations via AI data mining in ICU settings. They offer a pathway to reduce the manual workload and increase the efficiency of continuous patient monitoring and assessment. However, further development and validation are necessary to ensure accuracy and reliability in a critical care environment.
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  • 文章类型: Journal Article
    目的:心脏手术后器官功能障碍是常见的,尤其是在使用体外循环时。序贯器官衰竭评估(SOFA)评分已被验证可预测心脏手术的发病率和死亡率。然而,体外循环时间对术后SOFA的影响尚不清楚.
    方法:回顾性研究。分类值表示为百分比。SOFA组的比较使用了Kruskal-Wallis卡方检验,辅以临时邓恩测试和Bonferroni校正。采用多项后勤回归评估体外循环时间与SOFA之间的关系。
    结果:纳入1032例患者。体外循环时间与术后24hSOFA评分较高独立相关。与SOFA0-1相比,SOFA4-5患者的体外循环时间明显较高(**P=0.0022)或更高(***P<0.001)。无/轻度功能障碍患者的百分比随着体外循环时间的延长而降低,体外循环时间>180min时下降至0%(体外循环时间>180min时50%的患者表现为SOFA≥10).对于每个SOFA变量观察到相同的趋势,对心血管和肾脏系统的影响更大。发生严重功能障碍尤其是体外循环>200min(心血管系统>100min;其他系统主要>200min)。
    结论:心肺转流时间可以预测术后SOFA类别的可能性。体外循环持续时间延长的患者在24小时表现出更高的SOFA评分(总体和每个变量),随着体外循环次数的增加,中度和重度功能障碍的比例更高。
    OBJECTIVE: Postoperative organ dysfunction is common after cardiac surgery, particularly when cardiopulmonary bypass (CPB) is used. The Sequential Organ Failure Assessment (SOFA) score is validated to predict morbidity and mortality in cardiac surgery. However, the impact of CPB duration on postoperative SOFA remains unclear.
    METHODS: This is a retrospective study. Categorical values are presented as percentages. The comparison of SOFA groups utilized the Kruskal-Wallis chi-squared test, complemented by ad hoc Dunn\'s test with Bonferroni correction. Multinomial logistics regressions were employed to evaluate the relationship between CPB time and SOFA.
    RESULTS: A total of 1032 patients were included. CPB time was independently associated with higher postoperative SOFA scores at 24 h. CPB time was significantly higher in patients with SOFA 4-5 (**P = 0.0022) or higher (***P < 0.001) when compared to SOFA 0-1. The percentage of patients with no/mild dysfunction decreased with longer periods of CPB, down to 0% for CPB time >180min (50% of the patients with >180m in of CPB presented SOFA ≥ 10). The same trend is observed for each of the SOFA variables, with higher impact in the cardiovascular and renal systems. Severe dysfunction occurs especially >200 min of CPB (cardiovascular system >100 min; other systems mainly >200 min).
    CONCLUSIONS: CPB time may predict the probability of postoperative SOFA categories. Patients with extended CPB durations exhibited higher SOFA scores (overall and for each variable) at 24 h, with higher proportion of moderate and severe dysfunction with increasing times of CPB.
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