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The authors reply. 作者回答说。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2026-02-03 DOI: 10.1097/CCM.0000000000006991
Thatiana Barboza Carnevalli Bueno, Débora Ribeiro Campos, Marcos de Carvalho Borges
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引用次数: 0
The authors reply. 作者回答说。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2026-02-03 DOI: 10.1097/CCM.0000000000006992
Hadrien Winiszewski, Gael Piton, Gilles Capellier
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引用次数: 0
The authors reply. 作者回答说。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2026-02-03 DOI: 10.1097/CCM.0000000000006985
Lone Musaeus Poulsen, Ole Mathiesen, Bodil Steen Rasmussen, Stine Estrup, Anders Granholm, Lars Peter Kloster Andersen, Nina Andersen-Ranberg, Camilla Bekker Mortensen, Marie Oxenbøll Collet
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引用次数: 0
Outcome, Process, Utilization, and Cost Measurements of Patients Admitted to the ICU in Hospitals With Vs. Without an Intermediate Care Unit: A Nationwide Inpatient Database Study. 在有和没有中间护理病房的医院中,ICU住院患者的结果、过程、利用和成本测量:一项全国住院患者数据库研究
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-11-11 DOI: 10.1097/CCM.0000000000006962
Hiroyuki Ohbe, Daisuke Kudo, Yuya Kimura, Hiroki Matsui, Kiyohide Fushimi, Hideo Yasunaga, Shigeki Kushimoto

Objective: To assess the impact of the presence of an intermediate care unit (IMCU) on ICU patient-level clinical outcomes as well as hospital-level utilization and cost measures by comparing those with vs without an IMCU, using Japan's nationwide inpatient database.

Design: Nationwide retrospective cohort study.

Setting: Acute-care hospitals in Japan participating in the Diagnosis Procedure Combination Study Group database and Hospital Bed Function Reports from 2016 to 2022.

Patients: A total of 2,278,521 adult patients admitted to the ICU between April 2016 and March 2023.

Interventions: ICU admission to hospitals with vs without an IMCU.

Measurements and main results: Outcomes included patient-level (in-hospital and ICU mortality, ICU readmission, and length of ICU stay) and hospital-year level (resource utilization and hospitalization costs) measures. Among the 2,278,521 eligible ICU patients from 557 hospitals across 2,953 hospital-years, 1,771,000 (77.7%) patients were admitted to hospitals with both an ICU and IMCU. Overall, 14.3% of patients were transferred between the ICU and IMCU, with large variability between hospitals. When estimating participant-average treatment effect for patient-level outcomes, ICU patients in IMCU-equipped hospitals had lower in-hospital mortality (adjusted odds ratio [aOR] 0.94; 95% CI, 0.89-0.99), ICU mortality (aOR 0.87; 0.83-0.92), fewer ICU readmissions (aOR 0.92; 95% CI, 0.85-1.00), and shorter ICU stays (adjusted rate ratio 0.98; 95% CI, 0.98-0.99). When estimating cluster-average treatment effect for hospital-level outcomes, IMCU-equipped hospitals had higher ICU bed occupancy (mean difference: 5.5%, 95% CI, 3.3-7.7%), higher occupancy for life-sustaining therapies (8.6%, 95% CI, 7.7-9.5%), increased reimbursement rates (5.4%, 95% CI, 4.0-6.8%), and increased annual revenue per ICU bed (25 million JPY, 19-31 million JPY).

Conclusions: The presence of an IMCU in ICU-equipped hospitals was associated with improved patient outcomes and more efficient ICU utilization, with only modest increase in hospitalization costs. These findings support integration of the IMCU into critical care systems.

目的:利用日本全国住院患者数据库,通过比较有无中间护理单元(IMCU),评估中间护理单元(IMCU)的存在对ICU患者水平临床结果以及医院水平利用率和成本措施的影响。设计:全国回顾性队列研究。背景:2016 - 2022年参与诊断程序联合研究组数据库和医院病床功能报告的日本急症医院。患者:2016年4月至2023年3月,共有2278521名成年患者入住ICU。干预措施:入住ICU的医院有和没有IMCU。测量方法和主要结果:结果包括患者水平(住院和ICU死亡率、ICU再入院和ICU住院时间)和医院年水平(资源利用和住院费用)测量。在来自557家医院的2,278,521名符合条件的ICU患者中,1,771,000名(77.7%)患者同时入住ICU和IMCU医院。总体而言,14.3%的患者在ICU和IMCU之间转移,医院之间存在很大差异。当估计患者水平结局的参与者平均治疗效果时,配备imcu的医院的ICU患者具有较低的住院死亡率(校正优势比[aOR] 0.94; 95% CI, 0.89-0.99)、ICU死亡率(aOR 0.87; 0.83-0.92)、较少的ICU再入院率(aOR 0.92; 95% CI, 0.85-1.00)和较短的ICU住院时间(校正率比0.98;95% CI, 0.98-0.99)。当估计医院级结果的集群平均治疗效果时,配备imcu的医院有更高的ICU床位占用率(平均差异:5.5%,95% CI, 3.3-7.7%),更高的生命维持治疗占用率(8.6%,95% CI, 7.7-9.5%),增加的报销率(5.4%,95% CI, 4.0-6.8%),增加的每张ICU床位年收入(2500万日元,1900 - 3100万日元)。结论:在配备重症监护病房的医院中使用IMCU与改善患者预后和更有效地利用重症监护病房相关,住院费用仅略有增加。这些发现支持将IMCU纳入重症监护系统。
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引用次数: 0
Does Time to Achieve a Targeted Body Temperature Matter for Survivors of Cardiac Arrest? A Systematic Review and Meta-Analysis. 达到目标体温的时间对心脏骤停幸存者很重要吗?系统回顾和荟萃分析。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-11-11 DOI: 10.1097/CCM.0000000000006964
Khalid S Alotaibi, Naveed Saleem, Timothy Arthur Chandos Snow, Pietro Arina, Alex Dyson, Mervyn Singer

Objectives: To identify the impact of early hypothermic temperature control (HTC) initiation and achievement on neurologic outcomes after cardiac arrest. Secondary endpoints assessed: 1) overall survival, 2) body temperature at hospital admission, 3) time taken to reach targeted temperature, and 4) adverse events. Subgroup analyses assessed: 1) HTC induction method, 2) presenting rhythms (shockable vs. nonshockable), and 3) timing of HTC initiation (during cardiopulmonary resuscitation [CPR] vs. post-return of spontaneous circulation [ROSC]).

Data sources: PubMed, Cochrane Library, U.S. National Library of Medicine, MedRxiv, BioRxiv.

Study selection: Prospective randomized controlled trials enrolling comatose adult cardiac arrest patients that assessed the efficacy of early cooling (defined by initiation of HTC within 30 min of ROSC) against late cooling.

Data extraction: Two reviewers independently conducted study selection, data extraction, and assessment of evidence quality. Full texts were jointly reviewed, with discrepancies resolved by a third reviewer through discussion and consensus.

Data synthesis: Of 7269 citations, 11 met the inclusion criteria. Early cooling did not improve neurologic outcomes (risk ratio [RR], 1.01; 95% CI, 0.94-1.14) nor survival (RR, 1.01; 95% CI, 0.92-1.11). Nasal evaporative cooling initiated during resuscitation may benefit patients with shockable rhythms (RR, 1.40; 95% CI, 1.00-1.96), while administering cold fluid during CPR was associated with a higher risk of rearrest. Cooling was initiated in the prehospital phase in ten studies, nine of which failed to achieve target temperature (32-34°C) by hospital admission. The median time to reach target temperature ranged from 38 to 360 minutes.

Conclusions: Early HTC showed no neurologic nor survival benefit in cardiac arrest survivors. Nasal evaporative cooling during CPR may benefit those with shockable rhythms. Delays in reaching the target temperature may underlie the failure of HTC. Future studies should evaluate whether achieving target temperature, for example, within 30 minutes, rapidly improves outcomes.

目的:探讨早期低温体温控制(HTC)的启动和实现对心脏骤停后神经系统预后的影响。评估的次要终点:1)总生存期,2)入院时体温,3)达到目标温度所需时间,4)不良事件。亚组分析评估:1)HTC诱导方法,2)呈现节律(休克与非休克),以及3)HTC启动时间(心肺复苏[CPR]期间与自然循环恢复[ROSC]后)。数据来源:PubMed、Cochrane图书馆、美国国家医学图书馆、MedRxiv、BioRxiv。研究选择:前瞻性随机对照试验,纳入昏迷的成人心脏骤停患者,评估早期冷却(ROSC后30分钟内开始HTC)对晚期冷却的疗效。数据提取:两名审稿人独立进行研究选择、数据提取和证据质量评估。全文共同审稿,差异由第三审稿人通过讨论和协商一致解决。数据综合:7269篇引文中,11篇符合纳入标准。早期降温不能改善神经预后(风险比[RR], 1.01; 95% CI, 0.94-1.14),也不能改善生存(RR, 1.01; 95% CI, 0.92-1.11)。复苏期间开始的鼻腔蒸发冷却可能有利于有震荡性心律的患者(RR, 1.40; 95% CI, 1.00-1.96),而在心肺复苏术期间给予冷液与再骤停的高风险相关。10项研究在院前阶段开始降温,其中9项在入院时未能达到目标温度(32-34°C)。达到目标温度的平均时间从38分钟到360分钟不等。结论:早期HTC对心脏骤停幸存者没有神经学和生存益处。在心肺复苏术中,鼻腔蒸发降温可能对那些节律不稳的人有益。延迟达到目标温度可能是HTC失败的根本原因。未来的研究应该评估达到目标温度,例如在30分钟内,是否能迅速改善结果。
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引用次数: 0
Determination of Adult Critical Care Physician Core Knowledge and Skills: Results of a Multidisciplinary, Modified Delphi Process. 成人重症监护医师核心知识和技能的确定:多学科、修正德尔菲过程的结果。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-12-09 DOI: 10.1097/CCM.0000000000006978
Samuel A Tisherman, Antoinette Spevetz, J Christopher Farmer, Rahul Kashyap, Ed Michener, Stefan W Leichtle, Roshni Sreedharan, Samantha S Strickler, Cherylee W J Chang, Angel Coz Yataco, Joseph Cuschieri, David Dudzinski, Timothy Ellender, Lillian L Emlet, Brenda G Fahy, Bram J Geller, Erin Hennessey, Krista L Kaups, Mark T Keegan, May M Lee, Deepa Malaiyandi, Christopher P Michetti, Nicholas M Mohr, Vivek K Moitra, Kevin O'Neil, Tina L Palmieri, Pauline K Park, Abhijit Pathak, P B Raksin, Angela Hays Shapshak, Shahla Siddiqui, Deborah M Stein, Shelly D Timmons, Paul M Vespa, Brian T Wessman, Erica D Wittwer

Objectives: In the United States, training for physicians who manage critically ill adult patients (intensivists) evolved through parallel subspecialty critical care medicine (CCM) pathways with significant commonality. The Society of Critical Care Medicine Adult Critical Care Physician Core Knowledge and Skills Task Force aimed to delineate the common core knowledge and skills required of all intensivists.

Design: A master list of content areas and procedural skills was compiled from all CCM subspecialty program requirements and blueprints of the certification examinations. Using a modified Delphi approach, participants were asked to categorize the knowledge items as "advanced knowledge is essential," "general, but not advanced, knowledge is essential," or "knowledge is not essential." Procedures were categorized as "intensivist performs routinely," "intensivist only performs in an emergency," or "intensivist knows" about the procedure.

Setting: Representatives from CCM stakeholder organizations, including accreditation and certification organizations, critical care societies, and program directors' societies, were invited to participate.

Subjects: Members of the Adult Critical Care Physician Core Knowledge and Skills Task Force of the Society of Critical Care Medicine.

Interventions: For the first two rounds of the modified Delphi process, Research Electronic Data Capture was used. For the third and fourth rounds, the process was completed through online meetings with Zoom (Zoom Video Corporations, San Jose, CA) utilizing Zoom's polling feature.

Measurements and main results: A total of 541 items were determined to be essential, with 145 requiring advanced knowledge and 323 requiring general knowledge. For 73 items, consensus regarding advanced vs. general could not be achieved, but they remained essential. Only eight items were felt to be nonessential. Of the 16 procedures, most were categorized as "intensivist performs."

Conclusions: The large number of items included in the list of essential knowledge and skills demonstrates the complexity of modern CCM. Utilization of a common framework across the subspecialties of CCM could lead to greater harmonization among the fellowship program requirements and certification examinations.

目的:在美国,管理重症成人患者的医生(重症医师)的培训是通过平行的亚专科重症医学(CCM)途径发展起来的,具有显著的共性。重症医学学会成人重症医师核心知识和技能工作组旨在描述所有重症医师所需的共同核心知识和技能。设计:从所有CCM子专业项目要求和认证考试蓝图中编制了内容领域和程序技能的主列表。使用改进的德尔菲方法,参与者被要求将知识项目分类为“高级知识是必要的”,“一般但不高级,知识是必要的”或“知识不是必要的”。程序被分类为“重症医师例行执行”、“重症医师只在紧急情况下执行”或“重症医师知道”该程序。环境:CCM利益相关者组织的代表被邀请参加,包括认证和认证组织、重症监护协会和项目主任协会。受试者:重症医学学会成人重症监护医师核心知识和技能工作组成员。干预措施:在前两轮改进的德尔菲过程中,使用了Research Electronic Data Capture。第三轮和第四轮的过程是通过Zoom (Zoom Video corporation, San Jose, CA)利用Zoom的投票功能与Zoom进行在线会议完成的。测量和主要结果:共确定了541项基本知识,其中145项需要高级知识,323项需要一般知识。在73个项目中,无法就先进与一般达成共识,但它们仍然至关重要。只有8个项目被认为是不必要的。在这16项手术中,大多数被归类为“强化手术”。结论:基本知识和技能清单中包含的项目数量之多显示了现代CCM的复杂性。在CCM的子专业之间使用一个共同的框架可以使奖学金计划的要求和认证考试更加协调一致。
{"title":"Determination of Adult Critical Care Physician Core Knowledge and Skills: Results of a Multidisciplinary, Modified Delphi Process.","authors":"Samuel A Tisherman, Antoinette Spevetz, J Christopher Farmer, Rahul Kashyap, Ed Michener, Stefan W Leichtle, Roshni Sreedharan, Samantha S Strickler, Cherylee W J Chang, Angel Coz Yataco, Joseph Cuschieri, David Dudzinski, Timothy Ellender, Lillian L Emlet, Brenda G Fahy, Bram J Geller, Erin Hennessey, Krista L Kaups, Mark T Keegan, May M Lee, Deepa Malaiyandi, Christopher P Michetti, Nicholas M Mohr, Vivek K Moitra, Kevin O'Neil, Tina L Palmieri, Pauline K Park, Abhijit Pathak, P B Raksin, Angela Hays Shapshak, Shahla Siddiqui, Deborah M Stein, Shelly D Timmons, Paul M Vespa, Brian T Wessman, Erica D Wittwer","doi":"10.1097/CCM.0000000000006978","DOIUrl":"10.1097/CCM.0000000000006978","url":null,"abstract":"<p><strong>Objectives: </strong>In the United States, training for physicians who manage critically ill adult patients (intensivists) evolved through parallel subspecialty critical care medicine (CCM) pathways with significant commonality. The Society of Critical Care Medicine Adult Critical Care Physician Core Knowledge and Skills Task Force aimed to delineate the common core knowledge and skills required of all intensivists.</p><p><strong>Design: </strong>A master list of content areas and procedural skills was compiled from all CCM subspecialty program requirements and blueprints of the certification examinations. Using a modified Delphi approach, participants were asked to categorize the knowledge items as \"advanced knowledge is essential,\" \"general, but not advanced, knowledge is essential,\" or \"knowledge is not essential.\" Procedures were categorized as \"intensivist performs routinely,\" \"intensivist only performs in an emergency,\" or \"intensivist knows\" about the procedure.</p><p><strong>Setting: </strong>Representatives from CCM stakeholder organizations, including accreditation and certification organizations, critical care societies, and program directors' societies, were invited to participate.</p><p><strong>Subjects: </strong>Members of the Adult Critical Care Physician Core Knowledge and Skills Task Force of the Society of Critical Care Medicine.</p><p><strong>Interventions: </strong>For the first two rounds of the modified Delphi process, Research Electronic Data Capture was used. For the third and fourth rounds, the process was completed through online meetings with Zoom (Zoom Video Corporations, San Jose, CA) utilizing Zoom's polling feature.</p><p><strong>Measurements and main results: </strong>A total of 541 items were determined to be essential, with 145 requiring advanced knowledge and 323 requiring general knowledge. For 73 items, consensus regarding advanced vs. general could not be achieved, but they remained essential. Only eight items were felt to be nonessential. Of the 16 procedures, most were categorized as \"intensivist performs.\"</p><p><strong>Conclusions: </strong>The large number of items included in the list of essential knowledge and skills demonstrates the complexity of modern CCM. Utilization of a common framework across the subspecialties of CCM could lead to greater harmonization among the fellowship program requirements and certification examinations.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"224-233"},"PeriodicalIF":6.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145707287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sepsis-Bridging the Gap Between Public Perception and Clinical Urgency. 败血症——弥合公众认知与临床急迫性之间的差距。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-12-09 DOI: 10.1097/CCM.0000000000006980
Brett Abbenbroek, Balasubramanian Venkatesh
{"title":"Sepsis-Bridging the Gap Between Public Perception and Clinical Urgency.","authors":"Brett Abbenbroek, Balasubramanian Venkatesh","doi":"10.1097/CCM.0000000000006980","DOIUrl":"10.1097/CCM.0000000000006980","url":null,"abstract":"","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"362-364"},"PeriodicalIF":6.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145707491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing Critical Care Training for Real-World Practice: Capturing Complexity in a Meaningful and Useful Way. 为现实世界的实践设计重症监护训练:以有意义和有用的方式捕捉复杂性。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-12-19 DOI: 10.1097/CCM.0000000000006983
Dominique Piquette, Christie Lee
{"title":"Designing Critical Care Training for Real-World Practice: Capturing Complexity in a Meaningful and Useful Way.","authors":"Dominique Piquette, Christie Lee","doi":"10.1097/CCM.0000000000006983","DOIUrl":"10.1097/CCM.0000000000006983","url":null,"abstract":"","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"354-357"},"PeriodicalIF":6.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145793411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reconsidering Rapid Response Teams in Sepsis: Context-Dependent Value Beyond Mortality. 重新考虑脓毒症的快速反应小组:超越死亡率的情境依赖价值。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2026-02-03 DOI: 10.1097/CCM.0000000000006943
Shiuan-Chih Chen, Ming-Cheng Lin
{"title":"Reconsidering Rapid Response Teams in Sepsis: Context-Dependent Value Beyond Mortality.","authors":"Shiuan-Chih Chen, Ming-Cheng Lin","doi":"10.1097/CCM.0000000000006943","DOIUrl":"https://doi.org/10.1097/CCM.0000000000006943","url":null,"abstract":"","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":"54 2","pages":"392-393"},"PeriodicalIF":6.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146112695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning-Based Return of Spontaneous Circulation Prediction During Cardiopulmonary Resuscitation in a Swine Model of Cardiac Arrest: Effect of Data Resolution and Multimodal Physiological Waveforms. 猪心脏骤停模型心肺复苏过程中基于机器学习的自发循环回归预测:数据分辨率和多模态生理波形的影响。
IF 6 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2026-02-01 Epub Date: 2025-11-24 DOI: 10.1097/CCM.0000000000006968
Luiz E V Silva, Hunter A Gaudio, Viveknarayanan Padmanabhan, Rodrigo M Forti, Lingyun Shi, McKenna Mason, Takayuki Sueishi, Matthew P Kirschen, Wesley B Baker, Todd J Kilbaugh, Ryan W Morgan, Fuchiang Rich Tsui, Tiffany S Ko

Objectives: To determine whether high-resolution (HighRes) and multimodal integration of physiologic signals improve prediction of return of spontaneous circulation (ROSC) during pediatric cardiopulmonary resuscitation (CPR) compared with low-resolution (LowRes) and single-modality approaches.

Design: Retrospective analysis of experimental data using machine learning models for outcome prediction.

Setting: Laboratory setting with pediatric swine models of cardiac arrest.

Subjects: A total of 187 pediatric swine undergoing standardized cardiac arrest and CPR protocols.

Interventions: Animals were monitored using multiple physiologic signals during CPR, including aortic blood pressure (ABP), right atrial pressure (RAP), capnography, and electrocardiography. No therapeutic interventions were evaluated.

Measurements and main results: Four data approaches were evaluated: 1) Waveform-HighRes (100 Hz waveforms); 2) Compression-HighRes (compression-by-compression physiologic series); 3) Waveform-LowRes (15-s averaged waveforms); and 4) Compression-LowRes (15-s averaged compression-by-compression series). Models were developed to predict ROSC using segments 2-4, 2-6, 2-8, and 2-10 minutes of CPR, using both single and combined signal modalities. Area under the receiver operating characteristic curve (AUROC) was used to evaluate models' performance. In early CPR (2-4 min), Compression-HighRes outperformed both LowRes approaches for ABP (AUROC, 0.74 [0.65-0.82] vs. 0.65 [0.55-0.74] and 0.54 [0.44-0.64]) and RAP (0.70 [0.62-0.79] vs. 0.61 [0.51-0.70] and 0.57 [0.48-0.66]; p < 0.05). In multimodal models, LowRes data performed comparably to HighRes models (AUROC, 0.76-0.79). Across time points, ABP-based model performance improved, reaching AUROC 0.90 (0.84-0.95) for the full CPR period (2-10 min)-comparable to the multimodal model (0.89 [0.83-0.95]).

Conclusions: HighRes monitoring improved early ROSC prediction for individual signals, especially ABP and RAP. However, combining multiple modalities compensates for lower resolution, enabling comparable predictive performance. These findings support data-driven strategies for selecting physiologic targets and technical requirements in physiology-directed CPR.

目的:确定与低分辨率(低分辨率)和单模态方法相比,高分辨率(HighRes)和多模态生理信号整合是否能改善小儿心肺复苏(CPR)期间自然循环恢复(ROSC)的预测。设计:使用机器学习模型对实验数据进行回顾性分析,以预测结果。环境:实验室环境与儿童猪心脏骤停模型。研究对象:共有187头儿科猪接受了标准化的心脏骤停和心肺复苏术治疗。干预措施:动物在心肺复苏术中使用多种生理信号进行监测,包括主动脉压(ABP)、右心房压(RAP)、血管造影和心电图。未评估任何治疗干预措施。测量和主要结果:评估了四种数据方法:1)波形-高分辨率(100 Hz波形);2)压缩-高分辨率(逐压缩生理系列);3)波形-低分辨率(15-s平均波形);4)压缩-低分辨率(15秒平均压缩-压缩系列)。使用单一和联合信号模式,开发了使用CPR 2-4、2-6、2-8和2-10分钟预测ROSC的模型。采用受试者工作特征曲线下面积(AUROC)评价模型的性能。在CPR早期(2-4分钟),Compression-HighRes优于ABP (AUROC, 0.74 [0.65-0.82] vs. 0.65[0.55-0.74]和0.54[0.44-0.64])和RAP (0.70 [0.62-0.79] vs. 0.61[0.51-0.70]和0.57 [0.48-0.66];p < 0.05)。在多模态模型中,低分辨率数据的表现与高分辨率模型相当(AUROC, 0.76-0.79)。跨时间点,基于abp的模型性能有所提高,在整个心肺复苏术期间(2-10分钟)达到AUROC 0.90(0.84-0.95),与多模态模型(0.89[0.83-0.95])相当。结论:高分辨率监测改善了个体信号的早期ROSC预测,尤其是ABP和RAP。然而,结合多种模式可以补偿较低的分辨率,从而实现可比较的预测性能。这些发现支持了生理导向CPR中选择生理靶点和技术要求的数据驱动策略。
{"title":"Machine Learning-Based Return of Spontaneous Circulation Prediction During Cardiopulmonary Resuscitation in a Swine Model of Cardiac Arrest: Effect of Data Resolution and Multimodal Physiological Waveforms.","authors":"Luiz E V Silva, Hunter A Gaudio, Viveknarayanan Padmanabhan, Rodrigo M Forti, Lingyun Shi, McKenna Mason, Takayuki Sueishi, Matthew P Kirschen, Wesley B Baker, Todd J Kilbaugh, Ryan W Morgan, Fuchiang Rich Tsui, Tiffany S Ko","doi":"10.1097/CCM.0000000000006968","DOIUrl":"https://doi.org/10.1097/CCM.0000000000006968","url":null,"abstract":"<p><strong>Objectives: </strong>To determine whether high-resolution (HighRes) and multimodal integration of physiologic signals improve prediction of return of spontaneous circulation (ROSC) during pediatric cardiopulmonary resuscitation (CPR) compared with low-resolution (LowRes) and single-modality approaches.</p><p><strong>Design: </strong>Retrospective analysis of experimental data using machine learning models for outcome prediction.</p><p><strong>Setting: </strong>Laboratory setting with pediatric swine models of cardiac arrest.</p><p><strong>Subjects: </strong>A total of 187 pediatric swine undergoing standardized cardiac arrest and CPR protocols.</p><p><strong>Interventions: </strong>Animals were monitored using multiple physiologic signals during CPR, including aortic blood pressure (ABP), right atrial pressure (RAP), capnography, and electrocardiography. No therapeutic interventions were evaluated.</p><p><strong>Measurements and main results: </strong>Four data approaches were evaluated: 1) Waveform-HighRes (100 Hz waveforms); 2) Compression-HighRes (compression-by-compression physiologic series); 3) Waveform-LowRes (15-s averaged waveforms); and 4) Compression-LowRes (15-s averaged compression-by-compression series). Models were developed to predict ROSC using segments 2-4, 2-6, 2-8, and 2-10 minutes of CPR, using both single and combined signal modalities. Area under the receiver operating characteristic curve (AUROC) was used to evaluate models' performance. In early CPR (2-4 min), Compression-HighRes outperformed both LowRes approaches for ABP (AUROC, 0.74 [0.65-0.82] vs. 0.65 [0.55-0.74] and 0.54 [0.44-0.64]) and RAP (0.70 [0.62-0.79] vs. 0.61 [0.51-0.70] and 0.57 [0.48-0.66]; p < 0.05). In multimodal models, LowRes data performed comparably to HighRes models (AUROC, 0.76-0.79). Across time points, ABP-based model performance improved, reaching AUROC 0.90 (0.84-0.95) for the full CPR period (2-10 min)-comparable to the multimodal model (0.89 [0.83-0.95]).</p><p><strong>Conclusions: </strong>HighRes monitoring improved early ROSC prediction for individual signals, especially ABP and RAP. However, combining multiple modalities compensates for lower resolution, enabling comparable predictive performance. These findings support data-driven strategies for selecting physiologic targets and technical requirements in physiology-directed CPR.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":"54 2","pages":"257-269"},"PeriodicalIF":6.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146112685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Critical Care Medicine
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