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Immune Checkpoint Inhibitor-Induced Concomitant Polyradiculoneuritis and Myocarditis With Positive Anti-Titin Antibodies: A Case Report and Literature Review. 免疫检查点抑制剂诱导抗titin抗体阳性的多发性神经根神经炎和心肌炎:1例报告并文献复习
IF 2.7 Q4 Medicine Pub Date : 2025-12-30 eCollection Date: 2026-01-01 DOI: 10.1097/CCE.0000000000001363
Manuel Laslandes, Bénédicte Piron, Marie Cap, Antonin Courant, Emmanuel Canet, Soraya Benguerfi

Background: Immune-related adverse events (irAEs) induced by immune checkpoint inhibitors vary widely, raising diagnostic challenges. The management of suspected irAEs requires close collaboration between oncologists and organ specialists. Rarely, irAEs can occur as overlap syndromes and may require intensive care.

Case summary: A 69-year-old man required intensive care for severe overlap syndrome induced by a programmed death-ligand 1 inhibitor. The presentation as recurrent hypercapnic coma complicated the diagnosis of polyradiculoneuritis combined with myocarditis. The finding of anti-titin autoantibodies assisted in the diagnosis. The patient was successfully treated with corticosteroids, polyvalent immunoglobulins, abatacept, and ruxolitinib. The irAEs abated but the polypharmacy contributed to the development of fatal hemorrhagic shock.

Conclusions: This is the first reported case of seropositive, overlap irAEs consisting of myocarditis and polyradiculoneuritis. Early immunosuppressive therapy can alleviate irAEs but can also lead to serious complications in frail patients. This underscores the importance of carefully balancing expected therapeutic benefits against potential risks.

背景:免疫检查点抑制剂诱导的免疫相关不良事件(irAEs)差异很大,增加了诊断挑战。对疑似恶性肿瘤的管理需要肿瘤学家和器官专家之间的密切合作。罕见情况下,irae可作为重叠综合征发生,可能需要重症监护。病例总结:一名69岁男性因程序性死亡-配体1抑制剂引起的严重重叠综合征需要重症监护。复发性高碳酸血症性昏迷的表现使多根神经炎合并心肌炎的诊断变得复杂。发现抗titin自身抗体有助于诊断。患者接受皮质类固醇、多价免疫球蛋白、阿巴接受和鲁索利替尼成功治疗。irae减少,但多药导致致命性失血性休克的发展。结论:这是首次报道的血清学阳性,由心肌炎和多根神经炎组成的重叠irae病例。早期免疫抑制治疗可以缓解irae,但也可能导致体弱患者的严重并发症。这强调了仔细平衡预期治疗益处与潜在风险的重要性。
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引用次数: 0
Critical Care Advanced Practice Providers: Practice and Workforce. 重症监护高级实践提供者:实践和劳动力。
IF 2.7 Q4 Medicine Pub Date : 2025-12-29 eCollection Date: 2026-01-01 DOI: 10.1097/CCE.0000000000001349
Kwame Asante Akuamoah-Boateng, Amita Avadhani, Danny Lizano, Amy Westwick Butcher, Chris Newman, Damayanti Samanta, Ana Lia Graciano, Peter Sandor

Importance: This study provides nationally representative data on critical care advanced practice provider (APP) workforce structure and practice, addressing gaps in onboarding, productivity assessment, and administrative roles that influence workforce sustainability.

Objectives: To analyze the composition of the clinical practice and workforce demographics of critical care medicine APPs.

Design, setting, and participants: We utilized a cross-sectional survey, which was distributed via email through the Society of Critical Care Medicine email list, targeting critical care APPs.

Main outcomes and measures: A total of 518 critical care APPs participated in the survey, comprising 63.2% advanced practice registered nurses, 28.8% physician assistants, and 8% clinical nurse specialists. The majority of the sample APPs worked 12-hour shifts covering days, nights, and weekends, with over 50% managing 6-10 patients per day shift. Common billing practices included critical care time (60.6%) and bedside invasive procedures (64.3%). Formal onboarding was reported by 68.6% of respondents, with academic hospitals more likely to offer such programs than community hospitals (72.3% vs. 27.7%; p < 0.001). Administrative APP roles were more prevalent in academic centers (p < 0.001) and were associated with greater access to professional development opportunities (p < 0.001). A significant proportion of respondents (41.5%) reported that their productivity was not formally measured. Notably, 22% of respondents reported an intent to leave the profession, particularly those lacking leadership or professional growth opportunities (p < 0.01).

Conclusions and relevance: This study captures practice trends and demographics of the critical care APP workforce. Day-to-day tasks among all respondents were globally clinically focused, but there were disparities in workload distribution, onboarding, productivity measurement, and administrative roles across types of centers. Additionally, there was significant association between limited professional growth opportunities and intent to leave critical care. These findings underscore the need for healthcare systems to invest in structured support, leadership development, and professional growth to enhance APP retention, engagement, and productivity. Further research is needed to identify efficient workload and staffing models.

重要性:本研究提供了关于重症监护高级实践提供者(APP)劳动力结构和实践的全国代表性数据,解决了在入职、生产力评估和影响劳动力可持续性的行政角色方面的差距。目的:分析危重医学app的临床实践构成和劳动力人口特征。设计、设置和参与者:我们采用了一项横断面调查,该调查通过重症监护医学学会的电子邮件列表通过电子邮件分发,目标是重症监护应用程序。主要结果与措施:共有518名重症监护app参与调查,其中高级执业注册护士占63.2%,医师助理占28.8%,临床专科护士占8%。大多数样本app每天工作12小时,包括白天、晚上和周末,超过50%的app每天管理6-10名患者。常见的计费做法包括重症监护时间(60.6%)和床边侵入性手术(64.3%)。68.6%的受访者报告了正式入职,学术医院比社区医院更有可能提供此类项目(72.3%对27.7%;p < 0.001)。行政APP角色在学术中心更为普遍(p < 0.001),并且与更多的职业发展机会相关(p < 0.001)。相当大比例的受访者(41.5%)表示,他们的生产力没有得到正式衡量。值得注意的是,22%的受访者表示有意离开该行业,特别是那些缺乏领导力或职业发展机会的受访者(p < 0.01)。结论和相关性:本研究捕获了重症监护APP工作人员的实践趋势和人口统计数据。所有受访者的日常任务都以全球临床为重点,但在不同类型中心的工作量分配、入职、生产力衡量和管理角色方面存在差异。此外,有限的职业发展机会与离开重症监护的意愿之间存在显著关联。这些发现强调了医疗保健系统需要在结构化支持、领导力发展和专业成长方面进行投资,以提高APP的留存率、参与度和生产力。需要进一步研究以确定有效的工作量和人员配置模式。
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引用次数: 0
Assessment of Structured Tele-Critical Care Training and Its Impact on Clinician's Perceptions of Delivery of Care: A Survey-Based Pilot Study. 结构化远程重症监护培训的评估及其对临床医生护理交付感知的影响:一项基于调查的试点研究。
IF 2.7 Q4 Medicine Pub Date : 2025-12-29 eCollection Date: 2026-01-01 DOI: 10.1097/CCE.0000000000001351
Nasim Motayar, Krzysztof Laudanski, Huijun Xiao, Xiaofeng F Wang, Hesham A Hassaballa, Carrie L Griffiths, Elizabeth A Scruth, Fiona A Winterbottom, Rebecca Conley, Whitney Gibson Medford, Jayashree Raikhelkar, Ryan Hakimi, Sonia S Everhart, Andre L Holder

Objectives: Current research does not address the existence and impact of structured tele-critical care (TCC) training on the delivery of care in the ICU. This pilot study aimed to evaluate the association between on boarding elements focused on training and clinicians perceptions of delivery of care.

Design: Cross-sectional survey study.

Setting and participants: Critical Care professionals at four U.S. hospitals, professional meetings and Society of Critical Care Medicine's International Membership base. Participants were active clinicians who practice in the TCC setting.

Interventions: None.

Measurements and main results: A total of 432 participants responded to the survey, 227 met the eligibility criteria (52.5%) and were included in the analysis. Respondents were a multi-professional group of TCC clinicians aged between 35-55 years of age (56.4%). Seventy-four percent of respondents reported having orientation before providing TCC, 46% reported having formal mentorship, and 66% reported formal training on their institutional platform. Provision of orientation before participating in a TCC program was associated with higher ratings of feeling prepared (odds ratio [OR], 3.52; p < 0.001) and feeling accepted as part of the ICU team (OR, 2.21; p = 0.008). Mentorship was associated with feeling more prepared (OR, 8.2; p < 0.001) and higher comfort in delivering care (OR, 2.78; p = 0.016). Platform training was associated with feeling more prepared (OR, 4.66; p < 0.001), comfortable in delivering care (OR, 3.6; p = 0.002), feeling accepted as part of the team (OR, 3.18; p < 0.001), and more likely to participate in quality improvement (OR, 2.51; p = 0.001). A site visit also made a positive impact in feeling prepared (OR, 2.86; p < 0.001), comfortable (OR, 4.95; p = 0.002), feeling like recommendations were accepted (OR, 3.73; p < 0.001), more likely to recommend TCC (OR, 3.18; p = 0.001), and participating in quality improvement (OR, 3.24; p < 0.001).

Conclusions: In this pilot study, structured training utilizing orientation, mentorship, and platform training as surrogates, along with a site visit before beginning delivery of care in a TCC setting, were associated with more positive perceptions in the delivery of care domains assessed. We highlight potentially important factors that warrant further evaluation and assessment of the need for standardization across TCC programs.

目的:目前的研究没有解决结构化远程重症监护(TCC)培训对ICU护理交付的存在和影响。本初步研究旨在评估以培训为重点的住院要素与临床医生对护理交付的看法之间的关系。设计:横断面调查研究。设置和参与者:美国四家医院的重症监护专业人员,专业会议和重症监护医学协会的国际会员基础。参与者是在TCC环境中实践的活跃临床医生。干预措施:没有。测量和主要结果:共有432名参与者回应了调查,227名符合资格标准(52.5%),并被纳入分析。受访者是年龄在35-55岁之间的多专业TCC临床医生(56.4%)。74%的受访者表示在提供TCC之前有过培训,46%的受访者表示有过正式的指导,66%的受访者表示在他们的机构平台上有过正式的培训。参加TCC项目前提供指导与感觉准备程度较高(优势比[OR], 3.52; p < 0.001)和感觉被ICU团队接受(优势比[OR], 2.21; p = 0.008)相关。指导与感觉更有准备(OR, 8.2; p < 0.001)和更高的提供护理的舒适度(OR, 2.78; p = 0.016)相关。平台培训与感觉准备更充分(OR, 4.66; p < 0.001)、提供护理更舒适(OR, 3.6; p = 0.002)、感觉被团队接受(OR, 3.18; p < 0.001)以及更有可能参与质量改进(OR, 2.51; p = 0.001)相关。实地考察也对感觉准备(OR, 2.86; p < 0.001)、舒适(OR, 4.95; p = 0.002)、感觉建议被接受(OR, 3.73; p < 0.001)、更有可能推荐TCC (OR, 3.18; p = 0.001)和参与质量改进(OR, 3.24; p < 0.001)产生积极影响。结论:在这项试点研究中,采用定向、指导和平台培训作为替代的结构化培训,以及在TCC环境中开始提供护理之前的现场访问,与评估的护理领域提供的更积极的看法相关。我们强调了潜在的重要因素,这些因素需要进一步评估和评估跨TCC项目标准化的需求。
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引用次数: 0
Flexible Fidelity: Adaptation of the ICU-PAUSE Handoff Tool During Implementation Across 11 ICUs. 灵活的保真度:在跨11个icu实现期间适应ICU-PAUSE切换工具。
IF 2.7 Q4 Medicine Pub Date : 2025-12-29 eCollection Date: 2026-01-01 DOI: 10.1097/CCE.0000000000001362
Elissa Arnold, Rachel Wile, Ella Cornell, Paul Tominez, Juan Carlos Rojas, Patrick G Lyons, Lekshmi Santhosh

Importance: Communication failures during patient handoffs from the ICU to the ward are common and negatively impact patients. Structured handoff communication tools may improve these transitions yet remain infrequently used.

Objectives: Characterize local determinants of ICU-PAUSE handoff program perceived implementation success and describe adaptations made to the ICU-PAUSE tool and its implementation strategies during multicenter implementation.

Design, setting, and participants: Qualitative study in 11 academic hospitals' medical ICUs. Participants were intensive care physicians who volunteered to champion ICU-PAUSE implementation at their respective institutions.

Analysis: Thematic analysis of semi-structured interviews to understand determinants, artifact analysis to characterize adaptations, and retrospective post-implementation chart review of ICU-to-ward transfer notes to evaluate uptake and sustainability of the intervention.

Results: Participants reported fewer perceived implementation barriers than expected, with many anticipated barriers ultimately functioning as important facilitators. Eight sites (73%) modified the ICU-PAUSE electronic template and/or its implementation strategies; most of the 29 unique adaptations described by participants involved adding new content to the standard template. Noncontent adaptations were largely contextual to fit site-specific needs and facilitate tool adoption. One year after implementation, the ICU-PAUSE template was used in 75% of ICU-to-ward transfer notes analyzed.

Conclusions: ICU-PAUSE is a low-barrier intervention to improve ICU-ward handoff communication. This study highlights the importance of adaptability in the success of nationally scalable implementation efforts for bundled interventions like ICU-PAUSE.

重要性:在病人从ICU到病房的交接过程中,沟通失败是常见的,并对患者产生负面影响。结构化的交接沟通工具可能会改善这些过渡,但仍然不经常使用。目的:描述ICU-PAUSE切换程序感知实施成功的当地决定因素,并描述在多中心实施期间对ICU-PAUSE工具及其实施策略的适应。设计、设置和参与者:11所专科医院内科icu的定性研究。参与者是自愿在各自机构倡导ICU-PAUSE实施的重症监护医生。分析:对半结构化访谈进行专题分析,以了解决定因素;对适应性特征进行人工分析;对实施后icu -病房转移记录进行回顾性图表审查,以评估干预措施的吸收和可持续性。结果:参与者报告的实施障碍比预期的要少,许多预期的障碍最终发挥了重要的促进作用。8个站点(73%)修改了ICU-PAUSE电子模板和/或其实施策略;参与者描述的29种独特的调整方式中,大多数都涉及到在标准模板中添加新内容。非内容的调整在很大程度上是上下文相关的,以适应特定于站点的需求并促进工具的采用。实施一年后,分析的75%的icu -病房转移记录使用了ICU-PAUSE模板。结论:ICU-PAUSE是一种改善icu病房交接沟通的低障碍干预。这项研究强调了适应性对ICU-PAUSE等捆绑干预措施在全国可扩展实施工作中取得成功的重要性。
{"title":"Flexible Fidelity: Adaptation of the ICU-PAUSE Handoff Tool During Implementation Across 11 ICUs.","authors":"Elissa Arnold, Rachel Wile, Ella Cornell, Paul Tominez, Juan Carlos Rojas, Patrick G Lyons, Lekshmi Santhosh","doi":"10.1097/CCE.0000000000001362","DOIUrl":"10.1097/CCE.0000000000001362","url":null,"abstract":"<p><strong>Importance: </strong>Communication failures during patient handoffs from the ICU to the ward are common and negatively impact patients. Structured handoff communication tools may improve these transitions yet remain infrequently used.</p><p><strong>Objectives: </strong>Characterize local determinants of ICU-PAUSE handoff program perceived implementation success and describe adaptations made to the ICU-PAUSE tool and its implementation strategies during multicenter implementation.</p><p><strong>Design, setting, and participants: </strong>Qualitative study in 11 academic hospitals' medical ICUs. Participants were intensive care physicians who volunteered to champion ICU-PAUSE implementation at their respective institutions.</p><p><strong>Analysis: </strong>Thematic analysis of semi-structured interviews to understand determinants, artifact analysis to characterize adaptations, and retrospective post-implementation chart review of ICU-to-ward transfer notes to evaluate uptake and sustainability of the intervention.</p><p><strong>Results: </strong>Participants reported fewer perceived implementation barriers than expected, with many anticipated barriers ultimately functioning as important facilitators. Eight sites (73%) modified the ICU-PAUSE electronic template and/or its implementation strategies; most of the 29 unique adaptations described by participants involved adding new content to the standard template. Noncontent adaptations were largely contextual to fit site-specific needs and facilitate tool adoption. One year after implementation, the ICU-PAUSE template was used in 75% of ICU-to-ward transfer notes analyzed.</p><p><strong>Conclusions: </strong>ICU-PAUSE is a low-barrier intervention to improve ICU-ward handoff communication. This study highlights the importance of adaptability in the success of nationally scalable implementation efforts for bundled interventions like ICU-PAUSE.</p>","PeriodicalId":93957,"journal":{"name":"Critical care explorations","volume":"8 1","pages":"e1362"},"PeriodicalIF":2.7,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12753161/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145859525","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
Perihematomal Edema Characteristics After Minimally Invasive Surgery in Intracerebral Hemorrhage. 脑出血微创手术后血肿周围水肿特征。
IF 2.7 Q4 Medicine Pub Date : 2025-12-19 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001344
Emma D Frost, Anika Pruthi, Daniel Tonetti, Fred Rincon, Khalid Hanafy, Swarna Rajagopalan
<p><strong>Objectives: </strong>Perihematomal edema (PHE) impacts recovery after spontaneous intracerebral hemorrhage (sICH). How minimally invasive surgery (MIS) affects PHE compared with medical management and conventional surgical management (craniotomy or decompressive craniectomy), and whether this relates to functional outcomes remains poorly understood.</p><p><strong>Design: </strong>In this single-center observational study including 40 patients (MIS n = 16, medical management n = 13, conventional surgical evacuation, n = 11), we assessed PHE volumes and functional outcomes after MIS for sICH and compared them with medical management and conventional surgical management. We collected data retrospectively, calculating hematoma and perihematomal volumes using the validated ABC/2 method (A = maximal diameter, B = orthogonal diameter, C = slice count × thickness). We used linear mixed modeling in IBM SPSS (statistical software package) to detect differences in peak PHE, interaction between PHE and days, and differences in functional outcomes across the three treatment groups. ICH score was a covariate in all modeling. The outcomes were peak PHE volume, PHE trajectory comparison across treatment groups, and 90-day functional outcome. Research was institutional review board approved and conducted in accordance with the ethical standards of the responsible committee on human experimentation (institutional or regional) and with the Helsinki Declaration of 1975.</p><p><strong>Setting: </strong>Study was conducted in a single tertiary care center with 24-hour neurocritical care and neurosurgical services.</p><p><strong>Interventions: </strong>Patients were grouped based on which intervention they underwent. As study was conducted retrospectively, intervention (medical management, surgical evacuation, MIS) were determined based on clinical appropriateness.</p><p><strong>Measurements and main results: </strong>We collected data retrospectively, calculating hematoma and perihematomal volumes using the validated ABC/2 method. PHE trajectory was compared with 90-day functional outcome and time across all groups. MIS was associated with significantly lower peak PHE burden, compared with medical and conventional surgical treatment groups, after accounting for ICH score (F [2, 118] = 7.26; p = 0.001). PHE evolved over time, across all treatment groups (F [9, 118] = 2.26; p = 0.023). MIS tended to peak earlier, but the shape of the PHE trajectory over time did not differ significantly between groups (F [16, 118] = 1.18; p = 0.295). MIS was associated with better functional outcomes (90-d modified Rankin Scale [mRS]) based on treatment type (p < 0.001) with the MIS group having the lowest average mRS 2.3 ± 1.49, medical management group having an average of 3 ± 2, and the standard evacuation group having average of 4.3 ± 1.4, after accounting for ICH score. Higher baseline ICH score also independently associated with worse outcome (F [1, 143] = 4.37; p = 0.0
目的:血肿周围水肿(PHE)影响自发性脑出血(siich)后的恢复。与内科治疗和传统手术治疗(开颅或减压手术)相比,微创手术(MIS)如何影响PHE,以及这是否与功能预后有关,目前尚不清楚。设计:在这项包括40例患者的单中心观察性研究中(MIS n = 16,医疗管理n = 13,传统手术后送,n = 11),我们评估了MIS治疗siich后PHE体积和功能结局,并将其与医疗管理和传统手术管理进行比较。我们回顾性收集资料,采用ABC/2方法(A =最大直径,B =正交直径,C =切片计数×厚度)计算血肿和血肿周围体积。我们在IBM SPSS(统计软件包)中使用线性混合建模来检测三个治疗组中PHE峰值的差异、PHE与天数之间的相互作用以及功能结局的差异。ICH评分是所有模型中的协变量。结果是PHE峰值量、各治疗组PHE轨迹比较和90天功能结果。研究由机构审查委员会批准,并按照人体实验(机构或区域)负责委员会的道德标准和1975年《赫尔辛基宣言》进行。环境:研究在一个具有24小时神经危重症护理和神经外科服务的单一三级护理中心进行。干预措施:根据患者接受的干预措施进行分组。作为回顾性研究,干预(医疗管理、手术后送、MIS)是根据临床适宜性来确定的。测量和主要结果:我们回顾性收集数据,使用经过验证的ABC/2方法计算血肿和血肿周围体积。将所有组的PHE轨迹与90天的功能结局和时间进行比较。考虑ICH评分后,与内科和常规手术治疗组相比,MIS与PHE峰值负担显著降低相关(F [2,118] = 7.26; p = 0.001)。在所有治疗组中,PHE随时间而变化(F [9,118] = 2.26; p = 0.023)。MIS倾向于更早达到峰值,但两组间PHE轨迹的形状随时间变化无显著差异(F [16, 118] = 1.18; p = 0.295)。根据治疗类型,MIS与较好的功能结局(90 d修正Rankin量表[mRS])相关(p < 0.001),考虑ICH评分后,MIS组平均mRS最低,为2.3±1.49,医疗管理组平均为3±2,标准后送组平均为4.3±1.4。基线ICH评分较高也与预后较差独立相关(F [1,143] = 4.37; p = 0.038)。虽然样本量小且结果是探索性的,但研究结果表明,siich的治疗方式影响长期功能结局和PHE负担,与基线ICH严重程度无关。这些发现表明,水肿消退的时间分布,而不仅仅是其体积,可能是MIS在siich治疗中获益的关键机制。结论:在这项观察性探索性研究中,与药物治疗和常规手术相比,MIS与PHE峰值降低和更好的90天功能预后相关,与基线siich严重程度无关。水肿时间轨迹的差异,虽然可能具有临床意义,但在治疗策略之间没有统计学意义。需要采用标准化成像方案的更大规模的前瞻性研究来验证这些观察结果,并探索其对优化ich后护理的影响。
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引用次数: 0
Definitions for Vasoplegia Associated With On-Pump Cardiac Surgery: A Systematic Review With Meta-Analysis. 无泵心脏手术相关血管截瘫的定义:一项系统综述和荟萃分析。
IF 2.7 Q4 Medicine Pub Date : 2025-12-18 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001361
Patrick M Wieruszewski, Jamel P Ortoleva, Seth R Bauer, Juan G Ripoll, Subhasis Chatterjee, Danielle J Gerberi, Erin D Wieruszewski, Elizabeth H Stephens, Michael J Joyner, Erica D Wittwer

Objectives: Vasoplegia is a common complication of cardiac surgery that uses cardiopulmonary bypass and contributes to morbidity and mortality, yet a consensus definition does not exist. The objective of this study was to evaluate the diagnostic criteria and definitions used to characterize vasoplegia and how different criteria influence incidence estimates.

Data sources: Ovid Embase, Ovid MEDLINE, Scopus, Web of Science Core Collection, ClinicalTrials.gov, Ovid Cochrane Central Register of Controlled Trials, and the World Health Organization's International Clinical Trials Registry Platform clinical trials registry.

Study selection: Randomized clinical trials and observational studies reporting on vasoplegia in adults undergoing any type of cardiac surgery that used cardiopulmonary bypass.

Data extraction: Proportional meta-analysis using a random-effects model and the inverse variance method was used to calculate the pooled incidence of vasoplegia and its clinical outcomes.

Data synthesis: A total of 68 studies encompassing 56,580 patients were identified, from which 63 unique vasoplegia definitions were used. Blood pressure (n = 57 studies, 84%) and cardiac output (n = 50 studies, 74%) were among the most common criteria used in vasoplegia definitions; however, there was a vast variety of threshold values applied within these criteria and all other criteria comprising the definitions. The pooled incidence of vasoplegia was 21% (95% CI, 17-25%), acute kidney injury was 32% (95% CI, 21-45%), and mortality was 12% (95% CI, 9-16%). Subgroup analysis revealed that transplantation and left ventricular assist device implantation surgeries, and those with baseline left ventricular ejection fraction less than 40% had a significantly greater incidence of vasoplegia.

Conclusions: The published literature varies greatly in the criteria used to define vasoplegia associated with on-pump cardiac surgery. Generation and adoption of a unified definition for vasoplegia must be an international priority.

目的:血管截瘫是采用体外循环的心脏手术的常见并发症,并导致发病率和死亡率,但目前还没有一个共识的定义。本研究的目的是评估用于表征血管截瘫的诊断标准和定义,以及不同的标准如何影响发生率估计。数据来源:Ovid Embase, Ovid MEDLINE, Scopus, Web of Science Core Collection, ClinicalTrials.gov, Ovid Cochrane Central Register of Controlled Trials,以及世界卫生组织的国际临床试验注册平台临床试验注册。研究选择:随机临床试验和观察性研究报告血管截瘫的成年人接受任何类型的心脏手术,使用体外循环。资料提取:采用随机效应模型和反方差法进行比例荟萃分析,计算血管截瘫的合并发生率及其临床结局。数据综合:共确定了68项研究,涉及56,580例患者,其中使用了63种独特的血管截瘫定义。血压(n = 57项研究,84%)和心输出量(n = 50项研究,74%)是血管截瘫定义中最常用的标准;但是,在这些标准和构成这些定义的所有其他标准中应用了各种各样的阈值。血管截瘫的总发生率为21% (95% CI, 17-25%),急性肾损伤为32% (95% CI, 21-45%),死亡率为12% (95% CI, 9-16%)。亚组分析显示,移植和左心室辅助装置植入手术,以及基线左心室射血分数小于40%的患者血管截瘫的发生率明显更高。结论:已发表的文献在定义无泵心脏手术相关血管截瘫的标准上差异很大。制定和采用血管截瘫的统一定义必须成为国际优先事项。
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引用次数: 0
Continuous Physiologic Markers of Heart Rate Variability Derived From Bedside Electrocardiogram Precede Onset of Acute Respiratory Distress Syndrome: A Physiologic Modeling Study. 急性呼吸窘迫综合征发病前床边心电图中心率变异性的连续生理标记:生理模型研究。
IF 2.7 Q4 Medicine Pub Date : 2025-12-10 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001352
Curtis E Marshall, Haoming Shi, Ayman Ali, Victor Moas, Carolyn M Davis, Jeffrey Wang, Saideep Narendrula, Joao G De Souza Vale, Jiafeng Song, Hayoung Jeong, Preethi Krishnan, Alasdair Gent, Simon Tallowin, Felipe A Lisboa, Seth A Schobel, Eric A Elster, Timothy G Buchmann, Christopher J Dente, Phillip Yang, Rishikesan Kamaleswaran

Objective: Acute respiratory distress syndrome (ARDS) is estimated to be prevalent in 10% of ICU patients and results in high mortality rates of up to 45%. The recognition of ARDS can be complex and is often delayed or missed entirely. Recognition of increased ARDS risk among critically ill patients may prompt judicious care management strategies and initiation of preventative therapies known to improve survival.

Design: Retrospective observational cohort study.

Setting: In-patient tertiary hospital.

Patients: Among 1160 patients (2017-2018), 761 had adequate duration and quality of monitoring waveform data for analysis.

Interventions: None.

Measurements and main results: This is an observational, retrospective, institutional review board-approved study of patients admitted to ICUs at a tertiary hospital system. Physiologic data were captured among critically ill patients who developed ARDS (n = 62) and matched controls (n = 699) during their hospitalization. Machine learning algorithms were evaluated against statistical features from continuous electrocardiogram (ECG) and sparse clinical data. Waveform-derived cardiorespiratory features, namely measures relating to heart rate variability were found to be robust and reliable features that predicted ARDS up to 2 days before onset. The combined model consisting of waveform features and clinical data with 12-hour prediction horizon achieved an area under the receiver operating characteristic curve and positive predictive value of 0.92 (95% CI, 0.91-0.93) and 0.58 (95% CI, 0.55-0.62), surpassing a model with the clinical data removed (0.86 [95% CI, 0.85-0.88] and 0.49 [95% CI, 0.46-0.52]) and the Lung Injury Prediction Score's maximum of 0.88 and 0.18.

Conclusions: Waveform markers can combine with Electronic Medical Records (EMR) data to improve predictability of ARDS before onset. The markers appear to modulate the sparser EMR data. They also provide, in and of themselves, sufficient dynamical information for comparable results to models with EMR data. Further prospective validation is needed to evaluate the robustness of the model and potential clinical utility.

目的:急性呼吸窘迫综合征(ARDS)估计在10%的ICU患者中普遍存在,并导致高达45%的高死亡率。对ARDS的识别可能很复杂,经常被延迟或完全错过。认识到危重患者ARDS风险的增加可能会促使明智的护理管理策略和开始预防性治疗,以提高生存率。设计:回顾性观察队列研究。单位:三级住院医院。患者:在1160例患者(2017-2018)中,761例患者具有足够的监测波形数据持续时间和质量以供分析。干预措施:没有。测量和主要结果:这是一项观察性、回顾性、机构审查委员会批准的三级医院系统icu患者的研究。在住院期间发生ARDS的危重患者(n = 62)和匹配的对照组(n = 699)中收集生理数据。机器学习算法根据连续心电图(ECG)和稀疏临床数据的统计特征进行评估。波形衍生的心肺特征,即与心率变异性相关的测量被发现是在发病前2天预测ARDS的稳健可靠的特征。由波形特征与临床数据组成的12小时预测水平联合模型的受试者工作特征曲线下面积和阳性预测值分别为0.92 (95% CI, 0.91-0.93)和0.58 (95% CI, 0.55-0.62),超过了去除临床数据的模型(0.86 [95% CI, 0.85-0.88]和0.49 [95% CI, 0.46-0.52])和肺损伤预测评分的最大值0.88和0.18。结论:波形标记可与电子病历(EMR)数据相结合,提高ARDS发病前的可预测性。这些标记似乎可以调节稀疏的电子病历数据。它们本身也提供了足够的动态信息,以便与具有EMR数据的模型进行比较。需要进一步的前瞻性验证来评估模型的稳健性和潜在的临床应用。
{"title":"Continuous Physiologic Markers of Heart Rate Variability Derived From Bedside Electrocardiogram Precede Onset of Acute Respiratory Distress Syndrome: A Physiologic Modeling Study.","authors":"Curtis E Marshall, Haoming Shi, Ayman Ali, Victor Moas, Carolyn M Davis, Jeffrey Wang, Saideep Narendrula, Joao G De Souza Vale, Jiafeng Song, Hayoung Jeong, Preethi Krishnan, Alasdair Gent, Simon Tallowin, Felipe A Lisboa, Seth A Schobel, Eric A Elster, Timothy G Buchmann, Christopher J Dente, Phillip Yang, Rishikesan Kamaleswaran","doi":"10.1097/CCE.0000000000001352","DOIUrl":"10.1097/CCE.0000000000001352","url":null,"abstract":"<p><strong>Objective: </strong>Acute respiratory distress syndrome (ARDS) is estimated to be prevalent in 10% of ICU patients and results in high mortality rates of up to 45%. The recognition of ARDS can be complex and is often delayed or missed entirely. Recognition of increased ARDS risk among critically ill patients may prompt judicious care management strategies and initiation of preventative therapies known to improve survival.</p><p><strong>Design: </strong>Retrospective observational cohort study.</p><p><strong>Setting: </strong>In-patient tertiary hospital.</p><p><strong>Patients: </strong>Among 1160 patients (2017-2018), 761 had adequate duration and quality of monitoring waveform data for analysis.</p><p><strong>Interventions: </strong>None.</p><p><strong>Measurements and main results: </strong>This is an observational, retrospective, institutional review board-approved study of patients admitted to ICUs at a tertiary hospital system. Physiologic data were captured among critically ill patients who developed ARDS (n = 62) and matched controls (n = 699) during their hospitalization. Machine learning algorithms were evaluated against statistical features from continuous electrocardiogram (ECG) and sparse clinical data. Waveform-derived cardiorespiratory features, namely measures relating to heart rate variability were found to be robust and reliable features that predicted ARDS up to 2 days before onset. The combined model consisting of waveform features and clinical data with 12-hour prediction horizon achieved an area under the receiver operating characteristic curve and positive predictive value of 0.92 (95% CI, 0.91-0.93) and 0.58 (95% CI, 0.55-0.62), surpassing a model with the clinical data removed (0.86 [95% CI, 0.85-0.88] and 0.49 [95% CI, 0.46-0.52]) and the Lung Injury Prediction Score's maximum of 0.88 and 0.18.</p><p><strong>Conclusions: </strong>Waveform markers can combine with Electronic Medical Records (EMR) data to improve predictability of ARDS before onset. The markers appear to modulate the sparser EMR data. They also provide, in and of themselves, sufficient dynamical information for comparable results to models with EMR data. Further prospective validation is needed to evaluate the robustness of the model and potential clinical utility.</p>","PeriodicalId":93957,"journal":{"name":"Critical care explorations","volume":"7 12","pages":"e1352"},"PeriodicalIF":2.7,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145717106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fatal Triad of Subarachnoid Hemorrhage, Cervical Hematoma, and Upper Airway Obstruction in a Patient With Neurofibromatosis Type 1: A Case Report. 1型神经纤维瘤病患者蛛网膜下腔出血、颈部血肿和上呼吸道阻塞的致命三合一:1例报告。
IF 2.7 Q4 Medicine Pub Date : 2025-12-08 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001358
Maximilian Rühlmann, Matthias Gawlitza, Nazife Dinc, Christian Senft, Michael Bauer, Johannes Ehler, Caroline Neumann

Background: Neurofibromatosis type 1 (NF1) is an autosomal dominant genetic disorder, characterized by neurocutaneous lesions. NF1 has a high degree of clinical variability, which can include multiple neoplasia as well as cutaneous, vascular, osseous, and cognitive features. When vascular involvement occurs, NF1 can lead to aneurysms or arteriovenous malformations, which may rupture and cause life-threatening complications.

Case summary: We present a case of primary subarachnoid hemorrhage, complicated by spontaneous and rapidly progressing hemorrhage from the left subclavian artery resulting in upper airway obstruction and hypoxia in a patient with NF1. Treatment of this patient included surgical airway management, emergency hematoma evacuation, and vascular reconstructive surgery. Close collaboration between radiology, vascular surgery, and anesthesiology was essential to prevent patient's death.

Conclusions: Awareness of rare diseases such as NF1 is essential in critical care settings. Patients presenting with café-au-lait spots or cutaneous neurofibromas are at risk of vascular complications due to vascular fragility. This case of dual bleeding sources and airway obstruction from a neck hematoma underscores the need for interdisciplinary management. The role of proactive vascular screening in critically ill NF1 patients remains uncertain. Future approaches may incorporate advanced imaging and biomarker development to better stratify vascular risk and guide individualized care.

背景:1型神经纤维瘤病(NF1)是一种常染色体显性遗传病,以神经皮肤病变为特征。NF1具有高度的临床变异性,可包括多发性肿瘤以及皮肤、血管、骨骼和认知特征。当发生血管侵犯时,NF1可导致动脉瘤或动静脉畸形,这些畸形可能破裂并导致危及生命的并发症。病例总结:我们报告了一例原发性蛛网膜下腔出血,并发自发性和快速进展的左锁骨下动脉出血,导致NF1患者上气道阻塞和缺氧。该患者的治疗包括外科气道管理、紧急血肿清除和血管重建手术。放射科、血管外科和麻醉科之间的密切合作对预防患者死亡至关重要。结论:对NF1等罕见疾病的认识在重症监护环境中至关重要。由于血管的易碎性,以卡萨梅-奥莱斑点或皮肤神经纤维瘤为表现的患者有发生血管并发症的危险。本例双出血源和颈部血肿引起的气道阻塞强调了跨学科治疗的必要性。主动血管筛查在NF1危重患者中的作用仍不确定。未来的方法可能包括先进的成像和生物标志物的发展,以更好地分层血管风险和指导个体化治疗。
{"title":"Fatal Triad of Subarachnoid Hemorrhage, Cervical Hematoma, and Upper Airway Obstruction in a Patient With Neurofibromatosis Type 1: A Case Report.","authors":"Maximilian Rühlmann, Matthias Gawlitza, Nazife Dinc, Christian Senft, Michael Bauer, Johannes Ehler, Caroline Neumann","doi":"10.1097/CCE.0000000000001358","DOIUrl":"10.1097/CCE.0000000000001358","url":null,"abstract":"<p><strong>Background: </strong>Neurofibromatosis type 1 (NF1) is an autosomal dominant genetic disorder, characterized by neurocutaneous lesions. NF1 has a high degree of clinical variability, which can include multiple neoplasia as well as cutaneous, vascular, osseous, and cognitive features. When vascular involvement occurs, NF1 can lead to aneurysms or arteriovenous malformations, which may rupture and cause life-threatening complications.</p><p><strong>Case summary: </strong>We present a case of primary subarachnoid hemorrhage, complicated by spontaneous and rapidly progressing hemorrhage from the left subclavian artery resulting in upper airway obstruction and hypoxia in a patient with NF1. Treatment of this patient included surgical airway management, emergency hematoma evacuation, and vascular reconstructive surgery. Close collaboration between radiology, vascular surgery, and anesthesiology was essential to prevent patient's death.</p><p><strong>Conclusions: </strong>Awareness of rare diseases such as NF1 is essential in critical care settings. Patients presenting with café-au-lait spots or cutaneous neurofibromas are at risk of vascular complications due to vascular fragility. This case of dual bleeding sources and airway obstruction from a neck hematoma underscores the need for interdisciplinary management. The role of proactive vascular screening in critically ill NF1 patients remains uncertain. Future approaches may incorporate advanced imaging and biomarker development to better stratify vascular risk and guide individualized care.</p>","PeriodicalId":93957,"journal":{"name":"Critical care explorations","volume":"7 12","pages":"e1358"},"PeriodicalIF":2.7,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12688749/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145703372","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
An Early-Stage Decision-Analytic Health Economic Model of Above Cuff Vocalization: What Do We Know and What Do We Need to Resolve? 袖口以上发声的早期决策分析卫生经济模型:我们知道什么,我们需要解决什么?
IF 2.7 Q4 Medicine Pub Date : 2025-12-08 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001353
Claire S Mills, Emilia Michou, Mark C Bellamy, Heidi J Siddle, Cathy A Brennan, Chris Bojke

Objectives: Above cuff vocalization (ACV) is used in patients with a tracheostomy in the ICU despite limited evidence. This early-stage decision-analytic model (DAM) for ACV evaluates the expected cost-effectiveness exploring the impact of uncertainty to identify key drivers of cost and effect and critical further research priorities.

Perspective: U.K. National Health Service.

Setting: Hypothetical cohort of general ICU patients with a tracheostomy, 63 years old, 64% male.

Methods: A de novo decision-analytic health economic model comparing ACV to usual care (UC). Model parameters were acquired from the literature review and expert opinion. One-way sensitivity analyses were conducted to identify key drivers of cost-effectiveness.

Results: The daily cost of ACV in the ICU ranged from £75 to 89 (USD 101-120), with most of this cost attributable to staff resources for delivery. The base-case scenario revealed ACV is potentially cost-effective, dominating UC with cost savings of £9,488 (USD 12,808) and 0.395 Quality-Adjusted Life Years gained. Most sensitivity analyses revealed that ACV dominated UC, costing less and being more effective. When ACV had a negative impact on ICU and ward length of stay (LoS), or had no effect on the speed of weaning, it was not cost-effective. The primary driver of cost was whether ACV affected the speed of weaning and ICU LoS. The two primary drivers of effect were: i) whether ACV impacted which end state a patient transitioned to and ii) whether ACV had a sustained positive impact on quality of life.

Conclusions: Despite the substantial input required from speech-language pathologists-a typically scarce resource in ICU settings-ACV demonstrates strong potential for cost-effectiveness. There is no reason for decision-makers to de-adopt ACV, and delaying adoption may result in loss of opportunity costs. Improved reporting of mortality and utility data in critical care research would increase the reliability of early-stage DAMs.

目的:尽管证据有限,但在ICU气管切开术患者中使用袖上发声(ACV)。ACV的早期决策分析模型(DAM)评估了预期的成本效益,探索了不确定性的影响,以确定成本和效果的关键驱动因素以及关键的进一步研究重点。视角:英国国家医疗服务体系。背景:假设队列为普通ICU气管切开术患者,年龄63岁,男性64%。方法:采用一种全新的决策分析卫生经济模型,将ACV与常规护理(UC)进行比较。模型参数来源于文献综述和专家意见。进行了单向敏感性分析,以确定成本效益的关键驱动因素。结果:ICU ACV每日费用为75 - 89英镑(101-120美元),其中大部分费用可归因于分娩人员资源。基本情况表明,ACV具有潜在的成本效益,可节省9488英镑(12808美元)的成本,并获得0.395质量调整寿命年。大多数敏感性分析显示,ACV占主导地位的UC,成本更低,更有效。当ACV对ICU和病房停留时间(LoS)产生负面影响,或对脱机速度没有影响时,则不具有成本效益。成本的主要驱动因素是ACV是否影响脱机速度和ICU LoS。影响的两个主要驱动因素是:i) ACV是否影响患者过渡到的最终状态,ii) ACV是否对生活质量有持续的积极影响。结论:尽管需要大量的语言病理学家的投入,这是ICU环境中典型的稀缺资源,但acv显示出强大的成本效益潜力。决策者没有理由不采用ACV,延迟采用可能会导致机会成本的损失。在重症监护研究中改进死亡率报告和效用数据将提高早期dam的可靠性。
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引用次数: 0
Artificial Intelligence-Based Predictive Modeling for Early Detection of Sepsis in Hospitalized Patients: A Systematic Review and Meta-Analysis. 基于人工智能的预测模型用于住院患者脓毒症的早期检测:系统综述和荟萃分析。
IF 2.7 Q4 Medicine Pub Date : 2025-12-05 eCollection Date: 2025-12-01 DOI: 10.1097/CCE.0000000000001360
Ghulam Husain Abbas, Palash Sen, Oviya Anjali Giri, Nawaid Hussain Khan

Objectives: This systematic review evaluates artificial intelligence (AI)-based predictive models developed for early sepsis detection in adult hospitalized patients. It explores model types, input features, validation strategies, performance metrics, clinical integration, and implementation challenges.

Data sources: A systematic search was conducted across PubMed, Scopus, Web of Science, Google Scholar, and CENTRAL for studies published between January 2015 and March 2025.

Study selection: Eligible studies included those developing or validating AI models for adult inpatient sepsis prediction using electronic health record data and reporting at least one performance metric (area under the curve [AUC], sensitivity, specificity, or F1 score). Studies focusing on pediatric populations, lacking quantitative evaluation, or unpublished in peer-reviewed journals were excluded.

Data extraction: Data extraction followed preferred reporting items for systematic reviews and meta-analyses guidelines. Extracted variables included study design, patient population, model type, input features, validation approach, and performance outcomes.

Data synthesis: A total of 52 studies met the inclusion criteria. Most used retrospective designs, with limited prospective or real-time clinical validation. Commonly used algorithms included random forests, neural networks, support vector machines, and deep learning architectures (long short-term memory, convolutional neural network). Input data varied from structured sources (vital signs, laboratory values, demographics) to unstructured clinical notes processed via natural language processing. Reported AUC values ranged from 0.79 to 0.96, indicating strong predictive performance across models.

Conclusions: AI models demonstrate significant promise for early sepsis detection, outperforming conventional scoring systems in many cases. However, generalizability, interpretability, and clinical implementation remain major challenges. Future research should emphasize externally validated, explainable, and scalable AI solutions integrated into real-time clinical workflows.

目的:本系统综述评估了基于人工智能(AI)的预测模型在成人住院患者早期败血症检测中的应用。它探讨了模型类型、输入特征、验证策略、性能度量、临床集成和实现挑战。数据来源:系统检索PubMed、Scopus、Web of Science、谷歌Scholar和CENTRAL,检索2015年1月至2025年3月间发表的研究。研究选择:符合条件的研究包括开发或验证使用电子健康记录数据进行成人住院败血症预测的人工智能模型,并报告至少一项性能指标(曲线下面积[AUC]、敏感性、特异性或F1评分)。针对儿科人群、缺乏定量评估或未在同行评议期刊上发表的研究被排除在外。数据提取:数据提取遵循系统评价和荟萃分析指南的首选报告项目。提取的变量包括研究设计、患者群体、模型类型、输入特征、验证方法和性能结果。数据综合:共有52项研究符合纳入标准。大多数采用回顾性设计,前瞻性或实时临床验证有限。常用的算法包括随机森林、神经网络、支持向量机和深度学习架构(长短期记忆、卷积神经网络)。输入数据从结构化来源(生命体征、实验室值、人口统计)到通过自然语言处理处理的非结构化临床记录各不相同。报告的AUC值从0.79到0.96不等,表明各模型具有较强的预测性能。结论:人工智能模型在早期脓毒症检测方面表现出巨大的希望,在许多情况下优于传统的评分系统。然而,通用性、可解释性和临床实施仍然是主要的挑战。未来的研究应强调将外部验证、可解释和可扩展的人工智能解决方案集成到实时临床工作流程中。
{"title":"Artificial Intelligence-Based Predictive Modeling for Early Detection of Sepsis in Hospitalized Patients: A Systematic Review and Meta-Analysis.","authors":"Ghulam Husain Abbas, Palash Sen, Oviya Anjali Giri, Nawaid Hussain Khan","doi":"10.1097/CCE.0000000000001360","DOIUrl":"10.1097/CCE.0000000000001360","url":null,"abstract":"<p><strong>Objectives: </strong>This systematic review evaluates artificial intelligence (AI)-based predictive models developed for early sepsis detection in adult hospitalized patients. It explores model types, input features, validation strategies, performance metrics, clinical integration, and implementation challenges.</p><p><strong>Data sources: </strong>A systematic search was conducted across PubMed, Scopus, Web of Science, Google Scholar, and CENTRAL for studies published between January 2015 and March 2025.</p><p><strong>Study selection: </strong>Eligible studies included those developing or validating AI models for adult inpatient sepsis prediction using electronic health record data and reporting at least one performance metric (area under the curve [AUC], sensitivity, specificity, or F1 score). Studies focusing on pediatric populations, lacking quantitative evaluation, or unpublished in peer-reviewed journals were excluded.</p><p><strong>Data extraction: </strong>Data extraction followed preferred reporting items for systematic reviews and meta-analyses guidelines. Extracted variables included study design, patient population, model type, input features, validation approach, and performance outcomes.</p><p><strong>Data synthesis: </strong>A total of 52 studies met the inclusion criteria. Most used retrospective designs, with limited prospective or real-time clinical validation. Commonly used algorithms included random forests, neural networks, support vector machines, and deep learning architectures (long short-term memory, convolutional neural network). Input data varied from structured sources (vital signs, laboratory values, demographics) to unstructured clinical notes processed via natural language processing. Reported AUC values ranged from 0.79 to 0.96, indicating strong predictive performance across models.</p><p><strong>Conclusions: </strong>AI models demonstrate significant promise for early sepsis detection, outperforming conventional scoring systems in many cases. However, generalizability, interpretability, and clinical implementation remain major challenges. Future research should emphasize externally validated, explainable, and scalable AI solutions integrated into real-time clinical workflows.</p>","PeriodicalId":93957,"journal":{"name":"Critical care explorations","volume":"7 12","pages":"e1360"},"PeriodicalIF":2.7,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12685403/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145679627","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
期刊
Critical care explorations
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