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Discussion Guide for the Wool Article. 羊毛文章讨论指南》。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 DOI: 10.4037/ajcc2024358
Grant A Pignatiello
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引用次数: 0
Optimizing Patient Care and Health Care Equity Through Accurate Data Collection. 通过准确的数据收集优化患者护理和医疗公平。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 DOI: 10.4037/ajcc2024715
Meredith Padilla
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引用次数: 0
Association of Area Deprivation Index With Mortality in Critically Ill Adults With COVID-19. 地区贫困指数与 COVID-19 重症成人死亡率的关系。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 DOI: 10.4037/ajcc2024898
Ronald Harris, Morgan Rosser, Anand M Chowdhury, Tetsu Ohnuma, Karthik Raghunathan, Krista L Haines, Vijay Krishnamoorthy

Background: Various social determinants of health have been established as significant risk factors for COVID-19 transmission, prevalence, incidence, and mortality. Area deprivation index (ADI, a composite score made up of educational, housing, and poverty markers) is an accepted multidimensional social determinants of health measure. Little is known about how structural social determinants of health before hospitalization, including ADI, may affect mortality related to COVID-19 in critically ill patients.

Objectives: To examine the association of ADI with intensive care unit (ICU) mortality in patients with COVID-19 and compare its predictive power with that of clinical factors.

Methods: This was a retrospective cohort study of critically ill adults with COVID-19 in 3 hospitals within a single health system. Multivariable logistic regression models (adjusted for demographic and clinical variables) were used to examine the association of ADI with ICU mortality.

Results: Data from 1784 patients hospitalized from 2020 to 2022 were analyzed. In multivariable models, no association was found between national ADI and ICU mortality. Notable factors associated with ICU mortality included treatment year, age, van Walraven weighted score, invasive mechanical ventilation, and body mass index.

Conclusion: In this study, clinical factors were more predictive of mortality than ADI and other social determinants of health. The influence of ADI may be most relevant before hospital admission. These findings could serve as a foundation for shaping targeted public health strategies and hospital interventions, enhancing care delivery, and potentially contributing to better outcomes in future pandemics.

背景:各种健康的社会决定因素已被确定为 COVID-19 传播、流行、发病和死亡的重要风险因素。地区贫困指数(ADI,由教育、住房和贫困指标组成的综合评分)是一种公认的多维健康社会决定因素衡量标准。人们对住院前健康的结构性社会决定因素(包括 ADI)如何影响重症患者与 COVID-19 相关的死亡率知之甚少:研究 ADI 与 COVID-19 患者重症监护病房(ICU)死亡率的关系,并比较 ADI 与临床因素的预测能力:这是一项回顾性队列研究,研究对象是同一医疗系统内 3 家医院的 COVID-19 重症成人患者。采用多变量逻辑回归模型(根据人口统计学和临床变量进行调整)研究 ADI 与 ICU 死亡率的关系:结果:分析了2020年至2022年住院的1784名患者的数据。在多变量模型中,未发现国家 ADI 与 ICU 死亡率之间存在关联。与重症监护室死亡率相关的显著因素包括治疗年份、年龄、范瓦尔拉文加权评分、有创机械通气和体重指数:在这项研究中,临床因素比 ADI 和其他健康社会决定因素更能预测死亡率。ADI 的影响可能在入院前最为明显。这些发现可作为制定有针对性的公共卫生策略和医院干预措施的基础,加强护理服务,并有可能在未来的大流行病中取得更好的结果。
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引用次数: 0
The Lived Experiences of Telemedicine Intensive Care Unit Nurses. 远程医疗重症监护室护士的生活经历。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 DOI: 10.4037/ajcc2024930
Annie George

Background: Although nurses are the primary clinicians in telemedicine intensive care units (tele-ICUs), their experiences remain underresearched.

Objective: To describe and interpret the lived experiences of tele-ICU nurses.

Methods: A qualitative, hermeneutical, phenomenological approach based on van Manen's methodology was used to collect and interpret interview data. In-depth interviews were conducted with 11 tele-ICU nurses affiliated with a health system in the northeastern United States. The interviews were intended to elicit direct reports of specific incidents to capture the phenomenological experience. Field observations of the practice setting were conducted to enhance data richness.

Results: The participants were primarily female, aged 34 to 67 years, with 11 to 45 years of nursing experience. The following 4 major themes and 12 subthemes were identified: (1) watching intensively and panoptically, with subthemes (a) affirming unremitting diligence, (b) uncovering virtual knowing, and (c) easing perceptions of intrusion; (2) transcending complex boundaries, with subthemes (a) building trustful collaboration, (b) discerning vigilant interventions, and (c) exercising skillful investigation; (3) transforming nursing practice, with subthemes (a) mastering tact, (b) delineating the critical wholeness, and (c) augmenting safety and quality of care; and (4) developing an e-identity, with subthemes (a) tempering feelings of working in shadows, (b) evolving to the enhanced specialist role, and (c) achieving professional gratification.

Conclusions: Tele-ICU nurses play a transformative role in nursing practice. These findings have implications for nursing practice, education, health policy, enhancement of the current American Association of Critical-Care Nurses (AACN) Tele-ICU Nursing Practice Model, and future research on ICU telemedicine.

背景:尽管护士是远程医疗重症监护病房(tele-ICU)的主要临床医生,但对她们的经验研究仍然不足:尽管护士是远程医疗重症监护室(tele-ICU)的主要临床医生,但对她们的经验研究仍然不足:描述并解释远程重症监护室护士的生活经历:方法:采用基于 van Manen 方法论的定性、诠释学、现象学方法来收集和解释访谈数据。对隶属于美国东北部一家医疗系统的 11 名远程重症监护室护士进行了深入访谈。访谈的目的是获取具体事件的直接报告,以捕捉现象学经验。此外,还对实践环境进行了实地观察,以增加数据的丰富性:参与者主要为女性,年龄在 34 岁至 67 岁之间,护理经验在 11 年至 45 年之间。确定了以下 4 大主题和 12 个次主题:(1) 全神贯注地观察,副主题为:(a) 肯定坚持不懈的努力,(b) 发现虚拟的认知,(c) 缓解对入侵的感知;(2) 超越复杂的界限,副主题为:(a) 建立信任的合作,(b) 辨别警惕的干预,(c) 行使娴熟的调查;(3) 改变护理实践,其次要主题是:(a) 掌握技巧;(b) 划分关键的整体;(c) 提高护理安全和质量;以及 (4) 发展电子身份,其次要主题是:(a) 减轻在阴影中工作的感觉;(b) 向强化的专家角色发展;以及 (c) 实现专业满足感。结论:远程重症监护室护士在护理实践中发挥着变革性作用。这些发现对护理实践、教育、卫生政策、现行美国重症监护护士协会(AACN)远程重症监护病房护理实践模式的改进以及重症监护病房远程医疗的未来研究都有意义。
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引用次数: 0
Perceptions and Behaviors of Nurses and Physicians During Bedside Rounds in Medical-Surgical Units. 内外科病房护士和医生在床边查房时的看法和行为。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024308
Aishwarya Natarajan, Manuel G Venegas, Dylan Mai, Erin Dowling, Wendy Simon, Antonio M Pessegueiro, Sitaram Vangala, Anna Dermenchyan

Background: Communication and collaboration among health care professionals during bedside rounds improve patient outcomes and nurses' and physicians' satisfaction.

Objectives: To determine barriers to nurse-physician communication during bedside rounds and identify opportunities to improve nurse-physician collaboration at an academic medical center.

Methods: A survey with Likert-scale and open-ended questions regarding professional attitudes toward nurse-physician communication was administered to 220 nurses and physicians in medical-surgical units to assess perceptions of participation in bedside rounds. After the survey was given, observational data from 1007 bedside rounds were collected via a standardized data collection tool.

Results: Nurses and physicians perceived different barriers to including nurses in bedside rounds. Nurses most often cited being unaware that bedside rounds were occurring (38 of 46 nurses [83%]); physicians most often cited nurse unavailability (43 of 52 physicians [83%]). Of 1007 observed rounds, 602 (60%) involved in-person contact of nurses and physicians; 418 (69%) of the 602 included a conversation between the nurse and physician about the nurse's concerns. Of 355 rounds with no in-person or telephone contact between nurses and physicians, the medicine team did not contact the nurse in 284 (80%). Conversations about nurses' concerns occurred more often after physician-initiated contacts (73% of 369 contacts) and nurse-initiated contacts (74% of 93 contacts) than after chance encounters (57% of 140 contacts).

Conclusion: Initiating discussions of care between nurses and physicians and discussing nurses' concerns during bedside rounds have multiple benefits.

背景:在床边查房过程中,医护人员之间的交流与合作可提高患者的治疗效果以及护士和医生的满意度:在床边查房期间,医护人员之间的沟通与合作可以改善患者的治疗效果,提高护士和医生的满意度:确定一家学术医疗中心在床边查房时护士与医生沟通的障碍,并找出改善护士与医生合作的机会:方法:对内科-外科病房的 220 名护士和医生进行了一项调查,调查内容包括李克特量表和开放式问题,涉及对护医沟通的专业态度,以评估他们对参与床边查房的看法。调查结束后,通过标准化数据收集工具收集了 1007 次床边查房的观察数据:结果:护士和医生认为让护士参与床边查房存在不同的障碍。护士最常提到的障碍是不知道正在进行床边查房(46 名护士中有 38 名护士[83%]);医生最常提到的障碍是护士没有时间(52 名医生中有 43 名医生[83%])。在观察到的 1007 次查房中,有 602 次(60%)涉及护士和医生的面对面接触;在这 602 次查房中,有 418 次(69%)包括护士和医生就护士关心的问题进行交谈。在 355 次护士与医生没有面对面接触或电话联系的查房中,有 284 次(80%)医疗小组没有与护士联系。与偶然相遇(140 次接触中的 57%)相比,医生主动联系护士(369 次接触中的 73%)和护士主动联系医生(93 次接触中的 74%)后就护士关注的问题进行讨论的频率更高:结论:护士与医生之间就护理问题展开讨论以及在床边查房时讨论护士关心的问题具有多重益处。
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引用次数: 0
Readmissions in Sepsis Survivors: Discharge Setting Risks. 败血症幸存者的再入院治疗:出院设置风险。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024947
Priscilla Hartley, Jordan Pelkmans, Catherine Lott, Melinda K Higgins, Xinyue Chen, Alec Reinhardt, Yutong Zhang, Kathryn A Wood

Background: Sepsis is a complex condition with high morbidity and mortality. Prompt treatment can improve survival, but for survivors the risk of deterioration and readmission remains high. Little is known about the association between discharge setting and readmission among sepsis survivors.

Objective: To examine 30-day hospital readmission rates in adult sepsis survivors by the type of setting to which patients were discharged.

Methods: The Medical Information Mart for Intensive Care database was used to identify adult sepsis survivors and evaluate 30-day readmission by discharge setting. A χ2 contingency analysis was used with each factor and presence/absence of readmission. The Kruskal-Wallis test was used to compare readmissions across discharge settings.

Results: From our sample (N = 7107; mean age 66.5 years; 46.2% women), 23.6% (n = 1674) were readmitted within 30 days and of those readmitted, 30% were readmitted between 1 and 3 times. Discharge setting (P < .001) and age (P = .02) were significantly associated with readmission, but sex, ethnicity, and insurance type were not. High numbers of readmissions were seen in patients discharged to skilled nursing facilities (29.6%), home health care (26.9%), and home (15.0%). Similar high comorbidity burden and acuteness of illness were seen in patients discharged to these settings.

Conclusions: Sepsis survivors discharged to skilled nursing facilities, home health care, and home are at high risk for 30-day readmission. The rates of readmission from home health care and home settings were alarming. Often patients are discharged to inappropriate settings, placing them at risk for residual sepsis and readmission. Future research should focus on appropriate timing of hospital discharge and transition to the most appropriate discharge setting.

背景:败血症是一种发病率和死亡率都很高的复杂疾病。及时治疗可提高存活率,但幸存者病情恶化和再次入院的风险仍然很高。人们对败血症幸存者的出院环境与再入院之间的关系知之甚少:根据患者出院的环境类型,研究成人败血症幸存者的 30 天再入院率:方法:使用重症监护医学信息市场数据库识别成人败血症幸存者,并根据出院环境评估 30 天再入院率。采用χ2或然分析法对每个因素和是否存在再入院进行分析。Kruskal-Wallis 检验用于比较不同出院环境下的再入院情况:在我们的样本中(样本数=7107;平均年龄66.5岁;46.2%为女性),23.6%(样本数=1674)的患者在30天内再次入院,在再次入院的患者中,30%的患者再次入院1至3次。出院环境(P < .001)和年龄(P = .02)与再入院显著相关,但性别、种族和保险类型与再入院无关。出院后入住专业护理机构(29.6%)、家庭医疗护理(26.9%)和居家(15.0%)的患者再入院率较高。在这些环境中出院的患者的合并症负担和病情严重程度相似:结论:出院后入住专业护理机构、家庭医疗保健机构和家庭的败血症幸存者30天内再次入院的风险很高。家庭医疗和居家环境的再入院率令人担忧。患者出院后往往被安置在不合适的环境中,使他们面临脓毒症残留和再次入院的风险。未来的研究应重点关注适当的出院时机和过渡到最合适的出院环境。
{"title":"Readmissions in Sepsis Survivors: Discharge Setting Risks.","authors":"Priscilla Hartley, Jordan Pelkmans, Catherine Lott, Melinda K Higgins, Xinyue Chen, Alec Reinhardt, Yutong Zhang, Kathryn A Wood","doi":"10.4037/ajcc2024947","DOIUrl":"https://doi.org/10.4037/ajcc2024947","url":null,"abstract":"<p><strong>Background: </strong>Sepsis is a complex condition with high morbidity and mortality. Prompt treatment can improve survival, but for survivors the risk of deterioration and readmission remains high. Little is known about the association between discharge setting and readmission among sepsis survivors.</p><p><strong>Objective: </strong>To examine 30-day hospital readmission rates in adult sepsis survivors by the type of setting to which patients were discharged.</p><p><strong>Methods: </strong>The Medical Information Mart for Intensive Care database was used to identify adult sepsis survivors and evaluate 30-day readmission by discharge setting. A χ2 contingency analysis was used with each factor and presence/absence of readmission. The Kruskal-Wallis test was used to compare readmissions across discharge settings.</p><p><strong>Results: </strong>From our sample (N = 7107; mean age 66.5 years; 46.2% women), 23.6% (n = 1674) were readmitted within 30 days and of those readmitted, 30% were readmitted between 1 and 3 times. Discharge setting (P < .001) and age (P = .02) were significantly associated with readmission, but sex, ethnicity, and insurance type were not. High numbers of readmissions were seen in patients discharged to skilled nursing facilities (29.6%), home health care (26.9%), and home (15.0%). Similar high comorbidity burden and acuteness of illness were seen in patients discharged to these settings.</p><p><strong>Conclusions: </strong>Sepsis survivors discharged to skilled nursing facilities, home health care, and home are at high risk for 30-day readmission. The rates of readmission from home health care and home settings were alarming. Often patients are discharged to inappropriate settings, placing them at risk for residual sepsis and readmission. Future research should focus on appropriate timing of hospital discharge and transition to the most appropriate discharge setting.</p>","PeriodicalId":7607,"journal":{"name":"American Journal of Critical Care","volume":"33 5","pages":"353-363"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142103534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Simulation Training to Increase Holding of Fragile Infants in Cardiac Intensive Care Units. 通过模拟训练加强心脏重症监护室对体弱婴儿的护理。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024658
Christine Rachwal, Melissa Smith-Parrish, Valerie Rofeberg, Kelsey Graber, Duncan Smith-Freedman, Marlena Smith Millman, Meagan Garafalo, Sonia Almeida-Santos, Michelle Panaccione, Angela Sorensen, Suzanne Stuzynski, Karen Horn, Gina Ubertini, Shana Peruti, Samantha C Butler

Background: Promoting bonding and neurodevelopmental care is an important element in the cardiovascular intensive care unit (CICU); however, holding of infants by family members is inconsistently practiced.

Objectives: This quality improvement study aimed to safely increase the holding of medically complex infants in the CICU by developing a holding guideline and offering simulation-based staff education.

Methods: Using consensus methodology and high-fidelity simulation, an expert work group created a holding guideline and training to increase staff confidence and competence in holding critically ill infants in the CICU. The effectiveness of the intervention was tested via a postintervention survey used to assess participants' confidence in and comfort with holding critically ill infants and elicit suggestions for further support. Participants who engaged with the mannequin were surveyed to assess the validity of the simulation trainer.

Results: After the intervention, participants (N = 130) reported increased confidence with infant holding (76%) and greater confidence in preparing families to hold their infants. Participants (95%) strongly agreed that the simulation enabled realistic, safe practice in holding a medically complex infant with catheters and tubes. More years of experience and engagement with the simulation trainer were associated with increased posttraining confidence. Participants cited increased resources, practice, and adherence monitoring as key supports for infant holding.

Conclusions: Expert group consensus with high-fidelity simulation training is a feasible, safe, and reliable method for teaching higher risk skills and guiding protocol development.

背景:促进亲子关系和神经发育护理是心血管重症监护病房(CICU)的一项重要内容;然而,由家庭成员抱着婴儿的做法并不一致:这项质量改进研究旨在通过制定抱婴指南和提供基于模拟的员工教育,安全地提高 CICU 中病情复杂婴儿的抱婴率:方法:专家工作小组利用共识方法和高仿真模拟,制定了抱姿指南并开展培训,以增强重症监护室员工抱姿的信心和能力。干预措施的有效性通过干预后调查进行检验,调查用于评估参与者对抱住危重症婴儿的信心和舒适度,并征求进一步支持的建议。此外,还对使用人体模型的参与者进行了调查,以评估模拟培训师的有效性:干预结束后,参与者(N = 130)表示对抱起婴儿的信心有所增强(76%),并对让家人做好抱起婴儿的准备更有信心。参与者(95%)非常同意模拟训练能够让他们在抱着患有复杂内科疾病并带有导管和插管的婴儿时进行真实、安全的练习。与模拟培训师合作的年限越长、经验越丰富,培训后的信心就越强。参与者认为,增加资源、实践和坚持监测是婴儿抱持的关键支持:专家组一致认为,高仿真模拟训练是教授高风险技能和指导方案制定的一种可行、安全、可靠的方法。
{"title":"Simulation Training to Increase Holding of Fragile Infants in Cardiac Intensive Care Units.","authors":"Christine Rachwal, Melissa Smith-Parrish, Valerie Rofeberg, Kelsey Graber, Duncan Smith-Freedman, Marlena Smith Millman, Meagan Garafalo, Sonia Almeida-Santos, Michelle Panaccione, Angela Sorensen, Suzanne Stuzynski, Karen Horn, Gina Ubertini, Shana Peruti, Samantha C Butler","doi":"10.4037/ajcc2024658","DOIUrl":"https://doi.org/10.4037/ajcc2024658","url":null,"abstract":"<p><strong>Background: </strong>Promoting bonding and neurodevelopmental care is an important element in the cardiovascular intensive care unit (CICU); however, holding of infants by family members is inconsistently practiced.</p><p><strong>Objectives: </strong>This quality improvement study aimed to safely increase the holding of medically complex infants in the CICU by developing a holding guideline and offering simulation-based staff education.</p><p><strong>Methods: </strong>Using consensus methodology and high-fidelity simulation, an expert work group created a holding guideline and training to increase staff confidence and competence in holding critically ill infants in the CICU. The effectiveness of the intervention was tested via a postintervention survey used to assess participants' confidence in and comfort with holding critically ill infants and elicit suggestions for further support. Participants who engaged with the mannequin were surveyed to assess the validity of the simulation trainer.</p><p><strong>Results: </strong>After the intervention, participants (N = 130) reported increased confidence with infant holding (76%) and greater confidence in preparing families to hold their infants. Participants (95%) strongly agreed that the simulation enabled realistic, safe practice in holding a medically complex infant with catheters and tubes. More years of experience and engagement with the simulation trainer were associated with increased posttraining confidence. Participants cited increased resources, practice, and adherence monitoring as key supports for infant holding.</p><p><strong>Conclusions: </strong>Expert group consensus with high-fidelity simulation training is a feasible, safe, and reliable method for teaching higher risk skills and guiding protocol development.</p>","PeriodicalId":7607,"journal":{"name":"American Journal of Critical Care","volume":"33 5","pages":"338-346"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142103535","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Discussion Guide for the Krupp Article. 克虏伯文章讨论指南。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024983
Grant A Pignatiello
{"title":"Discussion Guide for the Krupp Article.","authors":"Grant A Pignatiello","doi":"10.4037/ajcc2024983","DOIUrl":"10.4037/ajcc2024983","url":null,"abstract":"","PeriodicalId":7607,"journal":{"name":"American Journal of Critical Care","volume":"33 5","pages":"334-335"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142103515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Explainable Artificial Intelligence for Early Prediction of Pressure Injury Risk. 用于早期预测压伤风险的可解释人工智能。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024856
Jenny Alderden, Jace Johnny, Katie R Brooks, Andrew Wilson, Tracey L Yap, Yunchuan Lucy Zhao, Mark van der Laan, Susan Kennerly

Background: Hospital-acquired pressure injuries (HAPIs) have a major impact on patient outcomes in intensive care units (ICUs). Effective prevention relies on early and accurate risk assessment. Traditional risk-assessment tools, such as the Braden Scale, often fail to capture ICU-specific factors, limiting their predictive accuracy. Although artificial intelligence models offer improved accuracy, their "black box" nature poses a barrier to clinical adoption.

Objective: To develop an artificial intelligence-based HAPI risk-assessment model enhanced with an explainable artificial intelligence dashboard to improve interpretability at both the global and individual patient levels.

Methods: An explainable artificial intelligence approach was used to analyze ICU patient data from the Medical Information Mart for Intensive Care. Predictor variables were restricted to the first 48 hours after ICU admission. Various machine-learning algorithms were evaluated, culminating in an ensemble "super learner" model. The model's performance was quantified using the area under the receiver operating characteristic curve through 5-fold cross-validation. An explainer dashboard was developed (using synthetic data for patient privacy), featuring interactive visualizations for in-depth model interpretation at the global and local levels.

Results: The final sample comprised 28 395 patients with a 4.9% incidence of HAPIs. The ensemble super learner model performed well (area under curve = 0.80). The explainer dashboard provided global and patient-level interactive visualizations of model predictions, showing each variable's influence on the risk-assessment outcome.

Conclusion: The model and its dashboard provide clinicians with a transparent, interpretable artificial intelligence-based risk-assessment system for HAPIs that may enable more effective and timely preventive interventions.

背景:医院获得性压力损伤(HAPIs)对重症监护病房(ICU)患者的预后有重大影响。有效的预防有赖于早期准确的风险评估。传统的风险评估工具(如布莱登量表)往往无法捕捉到重症监护室的特定因素,从而限制了其预测的准确性。虽然人工智能模型能提高准确性,但其 "黑箱 "性质阻碍了临床应用:目的:开发一种基于人工智能的 HAPI 风险评估模型,并通过可解释的人工智能仪表板来提高整体和个体患者层面的可解释性:方法:采用可解释人工智能方法分析重症监护医疗信息市场中的重症监护病房患者数据。预测变量仅限于ICU入院后的前48小时。对各种机器学习算法进行了评估,最终建立了一个集合 "超级学习者 "模型。通过 5 倍交叉验证,利用接收者操作特征曲线下的面积对模型的性能进行量化。我们还开发了一个解释性仪表板(使用合成数据以保护患者隐私),以交互式可视化为特色,在全局和局部层面对模型进行深入解释:最终样本包括 28 395 名患者,HAPI 发病率为 4.9%。集合超级学习器模型表现良好(曲线下面积 = 0.80)。解释器仪表板提供了模型预测的全局和患者级交互可视化,显示了每个变量对风险评估结果的影响:该模型及其仪表板为临床医生提供了一个透明、可解释的基于人工智能的 HAPIs 风险评估系统,可实现更有效、更及时的预防干预。
{"title":"Explainable Artificial Intelligence for Early Prediction of Pressure Injury Risk.","authors":"Jenny Alderden, Jace Johnny, Katie R Brooks, Andrew Wilson, Tracey L Yap, Yunchuan Lucy Zhao, Mark van der Laan, Susan Kennerly","doi":"10.4037/ajcc2024856","DOIUrl":"https://doi.org/10.4037/ajcc2024856","url":null,"abstract":"<p><strong>Background: </strong>Hospital-acquired pressure injuries (HAPIs) have a major impact on patient outcomes in intensive care units (ICUs). Effective prevention relies on early and accurate risk assessment. Traditional risk-assessment tools, such as the Braden Scale, often fail to capture ICU-specific factors, limiting their predictive accuracy. Although artificial intelligence models offer improved accuracy, their \"black box\" nature poses a barrier to clinical adoption.</p><p><strong>Objective: </strong>To develop an artificial intelligence-based HAPI risk-assessment model enhanced with an explainable artificial intelligence dashboard to improve interpretability at both the global and individual patient levels.</p><p><strong>Methods: </strong>An explainable artificial intelligence approach was used to analyze ICU patient data from the Medical Information Mart for Intensive Care. Predictor variables were restricted to the first 48 hours after ICU admission. Various machine-learning algorithms were evaluated, culminating in an ensemble \"super learner\" model. The model's performance was quantified using the area under the receiver operating characteristic curve through 5-fold cross-validation. An explainer dashboard was developed (using synthetic data for patient privacy), featuring interactive visualizations for in-depth model interpretation at the global and local levels.</p><p><strong>Results: </strong>The final sample comprised 28 395 patients with a 4.9% incidence of HAPIs. The ensemble super learner model performed well (area under curve = 0.80). The explainer dashboard provided global and patient-level interactive visualizations of model predictions, showing each variable's influence on the risk-assessment outcome.</p><p><strong>Conclusion: </strong>The model and its dashboard provide clinicians with a transparent, interpretable artificial intelligence-based risk-assessment system for HAPIs that may enable more effective and timely preventive interventions.</p>","PeriodicalId":7607,"journal":{"name":"American Journal of Critical Care","volume":"33 5","pages":"373-381"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142103530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Mobile Monitoring Technologies for Remote Detection of Arrhythmias. 用于远程检测心律失常的移动监测技术。
IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-09-01 DOI: 10.4037/ajcc2024274
Dillon J Dzikowicz, Sukardi Suba, Michele M Pelter
{"title":"Mobile Monitoring Technologies for Remote Detection of Arrhythmias.","authors":"Dillon J Dzikowicz, Sukardi Suba, Michele M Pelter","doi":"10.4037/ajcc2024274","DOIUrl":"https://doi.org/10.4037/ajcc2024274","url":null,"abstract":"","PeriodicalId":7607,"journal":{"name":"American Journal of Critical Care","volume":"33 5","pages":"391-392"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142103531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
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American Journal of Critical Care
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