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Ambulance response times and 30-day mortality: a Copenhagen (Denmark) registry study. 救护车响应时间和30天死亡率:哥本哈根(丹麦)注册研究。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2024-02-01 Epub Date: 2023-10-02 DOI: 10.1097/MEJ.0000000000001094
Alexander Andrew Matthew Mills, Elisabeth Helen Anna Mills, Stig Nikolaj Fasmer Blomberg, Helle Collatz Christensen, Amalie Lykkemark Møller, Gunnar Gislason, Lars Køber, Kristian Hay Kragholm, Freddy Lippert, Frederik Folke, Mikkel Porsborg Andersen, Christian Torp-Pedersen

Background and importance: Ensuring prompt ambulance responses is complicated and costly. It is a general conception that short response times save lives, but the actual knowledge is limited.

Objective: To examine the association between the response times of ambulances with lights and sirens and 30-day mortality.

Design: A registry-based cohort study using data collected from 2014-2018.

Settings and participants: This study included 182 895 individuals who, during 2014-2018, were dispatched 266 265 ambulances in the Capital Region of Denmark.

Outcome measures and analysis: The primary outcome was 30-day mortality. Subgroup analyses were performed on out-of-hospital cardiac arrests, ambulance response priority subtypes, and caller-reported symptoms of chest pain, dyspnoea, unconsciousness, and traffic accidents. The relation between variables and 30-day mortality was examined with logistic regression.

Results: Unadjusted, short response times were associated with higher 30-day mortality rates across unadjusted response time quartiles (0-6.39 min: 9%; 6.40-8.60 min: 7.5%, 8.61-11.80 min: 6.6%, >11.80 min: 5.5%). This inverse relationship was consistent across subgroups, including chest pain, dyspnoea, unconsciousness, and response priority subtypes. For traffic accidents, no significant results were found. In the case of out-of-hospital cardiac arrests, longer response times of up to 10 min correlated with increased 30-day mortality rates (0-6.39 min: 84.1%; 6.40-8.60 min: 86.7%, 8.61-11.8 min: 87.7%, >11.80 min: 85.5%). Multivariable-adjusted logistic regression analysis showed that age, sex, Charlson comorbidity score, and call-related symptoms were associated with 30-day mortality, but response time was not (OR: 1.00 (95% CI [0.99-1.00])).

Conclusion: Longer ambulance response times were not associated with increased mortality, except for out-of-hospital cardiac arrests.

背景和重要性:确保救护车迅速做出反应既复杂又昂贵。人们普遍认为,短响应时间可以挽救生命,但实际知识有限。目的:研究救护车在有灯光和警报器的情况下的反应时间与30天死亡率之间的关系。设计:一项基于注册表的队列研究,使用2014-2018年收集的数据。设置和参与者:该研究包括182 在2014-2018年期间,895人被派遣266人 丹麦首都地区265辆救护车。结果测量和分析:主要结果为30天死亡率。对院外心脏骤停、救护车反应优先亚型以及呼叫者报告的胸痛、呼吸困难、昏迷和交通事故症状进行亚组分析。采用逻辑回归检验变量与30天死亡率之间的关系。结果:在未调整的反应时间四分位数中,未调整的短反应时间与较高的30天死亡率相关(0-6.39分钟:9%;6.40-8.60分钟:7.5%,8.61-11.80分钟:6.6%,>11.80分钟:5.5%)。这种反比关系在亚组中是一致的,包括胸痛、呼吸困难、无意识和反应优先亚型。对于交通事故,没有发现显著的结果。在院外心脏骤停的情况下,响应时间更长,可达10 min与30天死亡率增加相关(0-6.39分钟:84.1%;6.40-8.60分钟:86.7%,8.61-11.8分钟:87.7%,>11.80分钟:85.5%)。多变量调整后的logistic回归分析显示,年龄、性别、Charlson共病评分和呼叫相关症状与30天病死率相关,但反应时间没有(OR:1.00(95%CI[0.99-1.00])。结论:救护车反应时间延长与死亡率增加无关,但院外心脏骤停除外。
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引用次数: 0
Comment on 'Effect of early ultrasound-guided femoral nerve block on preoperative opioid consumption in emergency patients with hip fracture: a randomised trial'. 就 "早期超声引导股神经阻滞对髋部骨折急诊患者术前阿片类药物消耗量的影响:随机试验 "发表评论。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2024-02-01 Epub Date: 2023-12-18 DOI: 10.1097/MEJ.0000000000001111
Amiya Kumar Barik, Anju Gupta, Rakesh Vadakkethil Radhakrishnan, Chitta Ranjan Mohanty, Aditya Vikram Prusty
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引用次数: 0
The 5Cs: an assessment of residents' ability to communicate during virtual consultations. 5C:评估居民在虚拟会诊过程中的沟通能力。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2024-02-01 Epub Date: 2023-12-18 DOI: 10.1097/MEJ.0000000000001083
Nicole C Elliott, Michael C Nguyen, Matthew D Cook, Diane P Begany, Bryan G Kane
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引用次数: 0
A quick Turkish coffee with EUSEM. 与 EUSEM 一起享用土耳其咖啡。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2024-02-01 Epub Date: 2023-12-18 DOI: 10.1097/MEJ.0000000000001117
Robert Leach
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引用次数: 0
Immigration bias among medical students: a randomized controlled trial. 医学生的移民偏见:一项随机对照试验。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-08-25 DOI: 10.1097/MEJ.0000000000001057
Jürgen Grafeneder, Andjela Baewert, Henri Katz, Anita Holzinger, Jan Niederdoeckl, Dominik Roth

Background and importance: Racial bias is found in both physicians and medical students. Immigrants in many parts of the world face challenges similar to racial minorities. Identification of immigrants might however be more subtle than identification by race, and currently, no data are available on a possible bias against the large minority group of migrants in Europe.

Design: Randomized control trial.

Settings and participants: Second-year medical students were randomized into four groups to watch a video of either a male or female patient with pain, with or without immigrant status.

Intervention: Students were asked whether they would administer pain medication (primary outcome).

Outcome measures and analysis: Immigrant status, patient's gender, student's gender, age, and language skills were covariates in a logistic regression model. Secondary outcomes included pain medication potency and the student's rating of the patient's pain intensity.

Main results: We recruited 607 students [337 females (56%), 387 (64%) between 18 and 22 years old]. Analgesia was administered in 95% (n = 576). Immigrant status was not associated with the probability of receiving pain medication [95 vs. 95%, odds ratio (OR) 0.81, 95% confidence interval (CI) 0.39-1.70, P  = 0.58]. Immigrants received high-potency analgesia less often (26 vs. 33%, OR 0.69, 95% CI 0.50-0.96, P  = 0.03). Female students administered pain medication more frequently (96 vs. 93%, OR 2.29, 95% CI 1.05-5.02, P  = 0.04), and rated the patients' pain higher (mean numeric rating scale 7.7, SD 0.9 vs. 7.4, SD 1.0, OR 1.36, 95% CI 1.16-1.60, P  < 0.001).

Conclusion: Medical students showed no immigration bias with regard to administering pain medication but were less likely to choose high-potency analgesia in immigrants. We also found a gender difference in pain management. These results demonstrate the importance of including knowledge about immigration bias in medical training.

背景和重要性:医生和医学生都有种族偏见。世界许多地区的移民面临着类似于少数种族的挑战。然而,移民身份的识别可能比种族身份的识别更微妙,目前还没有关于对欧洲大量少数移民群体可能存在偏见的数据。设计:随机对照试验。设置和参与者:二年级医学生被随机分为四组,观看一段男性或女性疼痛患者的视频,无论是否有移民身份。干预:学生被问及是否会服用止痛药(主要结果)。结果测量和分析:移民身份、患者性别、学生性别、年龄和语言技能是逻辑回归模型中的协变量。次要结果包括止痛药的效力和学生对患者疼痛强度的评分。主要结果:我们招募了607名学生[337名女性(56%),387名(64%),年龄在18至22岁之间]。95%(n = 576)。移民身份与接受止痛药的概率无关[95vs.95%,比值比(OR)0.81,95%置信区间(CI)0.39-1.70,P = 移民接受高效镇痛的频率较低(26vs.33%,OR 0.69,95%CI 0.50-0.96,P = 0.03)。女生更频繁地服用止痛药(96%对93%,OR 2.29,95%CI 1.05-5.02,P = 0.04),并对患者的疼痛评分较高(平均数字评分量表7.7,SD 0.9 vs.7.4,SD 1.0,OR 1.36,95%CI 1.16-1.60,P 结论:医学生在服用止痛药方面没有表现出移民偏见,但在移民中选择高效镇痛的可能性较小。我们还发现在疼痛管理方面存在性别差异。这些结果证明了将移民偏见知识纳入医学培训的重要性。
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引用次数: 0
Performance of the Fresno-Quebec Rule in identifying patients with concomitant fractures not requiring a radiograph before shoulder dislocation reduction: a multicenter retrospective cohort study. 弗雷斯诺-魁北克规则在识别肩关节脱位复位前不需要射线照片的伴发骨折患者中的表现:一项多中心回顾性队列研究。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-07-31 DOI: 10.1097/MEJ.0000000000001067
Axel Benhamed, Margot Bonnet, Auriane Miossec, Eric Mercier, Romain Hernu, Marion Douplat, Guillaume Gorincour, Romain L'Huillier, Laure Abensur Vuillaume, Karim Tazarourte

Background and importance: Although shoulder dislocation diagnosis is often solely based on clinical examination, physicians may order a radiograph to rule out a concomitant shoulder fracture before performing reduction. The Fresno-Québec decision rule aims to identify patients requiring a radiograph before reduction to avoid unnecessary systematic imaging. However, this novel approach needs further validation.

Objective: To evaluate the performance of the Fresno-Québec rule in identifying patients who do not require a prereduction radiograph and assess the variables associated with a clinically significant fracture.

Design, settings, and participants: A multicenter, retrospective cohort study from 2015 to 2021. Data were extracted from three ED university-affiliated tertiary-care centers. Patients aged ≥18 years with a final diagnosis of anterior glenohumeral dislocation were included.

Outcomes measure and analysis: Accuracy metrics [sensitivity (Se), specificity (Sp), positive (PPV), negative predictive value (NPV), positive likelihood ratio (PLR) and negative likelihood ratio (NLR)] of the Fresno-Québec rule were measured. Multivariable logistic regression model was used to identify variables associated with the presence of a concomitant clinically significant fracture.

Main results: A total of 2129 patients were included, among whom 9.7% had a concomitant fracture. The performance metrics of the Fresno-Québec rule were as follows: Se 0.96 95% confidence interval (0.92-0.98), Sp 0.36 (0.34-0.38), PPV 0.14 (0.12-0.16), NPV 0.99 (0.98-0.99), PLR 1.49 (1.42-1.55) and NLR 0.12 (0.06-0.23). A total of 678 radiographs could have been avoided, corresponding to a reduction of 35.2%. Age ≥40 years, first dislocation episode [odds ratio (OR) = 3.18 (1.95-5.38); P  < 0.001], the following mechanisms: road collision [OR = 6.26 (2.65-16.1)], low-level fall [OR = 3.49 (1.66-8.28)], high-level fall [OR = 3.95 (1.62-10.4)], and seizure/electric shock [OR = 10.6 (4.09-29.2)] were associated with the presence of a concomitant fracture.

Conclusion: In this study, the Fresno-Québec rule has excellent Se in identifying concomitant clinically significant fractures in patients with an anterior glenohumeral dislocation. The use of this clinical decision rule may be associated with a reduction of approximately a third of unnecessary prereduction radiographs.

背景和重要性:尽管肩关节脱位的诊断通常仅基于临床检查,但医生可能会在进行复位前要求进行放射学检查,以排除伴随的肩关节骨折。Fresno Québec决策规则旨在识别需要在复位前进行射线照相的患者,以避免不必要的系统成像。然而,这种新颖的方法需要进一步验证。目的:评估弗雷斯诺-魁北克规则在识别不需要复位前射线照片的患者方面的性能,并评估与临床显著骨折相关的变量。设计、设置和参与者:2015年至2021年的一项多中心回顾性队列研究。数据是从三个ED大学附属的三级护理中心提取的。年龄≥18岁的患者最终诊断为前肩关节脱位。结果测量和分析:测量弗雷斯诺-魁北克规则的准确性指标[敏感性(Se)、特异性(Sp)、阳性(PPV)、阴性预测值(NPV)、阳性似然比(PLR)和阴性似然比(NLR)]。多变量逻辑回归模型用于确定与伴有临床显著骨折相关的变量。主要结果:共纳入2129名患者,其中9.7%伴有骨折。弗雷斯诺-魁北克规则的性能指标如下:Se 0.96 95%置信区间(0.92-0.98),Sp 0.36(0.34-0.38),PPV 0.14(0.12-0.16),NPV 0.99(0.98-0.99),PLR 1.49(1.42-1.55)和NLR 0.12(0.06-0.23)。总共可以避免678张射线照片,相应地减少了35.2%。年龄≥40岁,首次脱位[比值比(OR) = 3.18(1.95-5.38);P 结论:在本研究中,Fresno-Québec规则在识别前肩关节脱位患者并发的具有临床意义的骨折方面具有良好的Se。该临床决策规则的使用可能与减少约三分之一不必要的还原前射线照片有关。
{"title":"Performance of the Fresno-Quebec Rule in identifying patients with concomitant fractures not requiring a radiograph before shoulder dislocation reduction: a multicenter retrospective cohort study.","authors":"Axel Benhamed,&nbsp;Margot Bonnet,&nbsp;Auriane Miossec,&nbsp;Eric Mercier,&nbsp;Romain Hernu,&nbsp;Marion Douplat,&nbsp;Guillaume Gorincour,&nbsp;Romain L'Huillier,&nbsp;Laure Abensur Vuillaume,&nbsp;Karim Tazarourte","doi":"10.1097/MEJ.0000000000001067","DOIUrl":"10.1097/MEJ.0000000000001067","url":null,"abstract":"<p><strong>Background and importance: </strong>Although shoulder dislocation diagnosis is often solely based on clinical examination, physicians may order a radiograph to rule out a concomitant shoulder fracture before performing reduction. The Fresno-Québec decision rule aims to identify patients requiring a radiograph before reduction to avoid unnecessary systematic imaging. However, this novel approach needs further validation.</p><p><strong>Objective: </strong>To evaluate the performance of the Fresno-Québec rule in identifying patients who do not require a prereduction radiograph and assess the variables associated with a clinically significant fracture.</p><p><strong>Design, settings, and participants: </strong>A multicenter, retrospective cohort study from 2015 to 2021. Data were extracted from three ED university-affiliated tertiary-care centers. Patients aged ≥18 years with a final diagnosis of anterior glenohumeral dislocation were included.</p><p><strong>Outcomes measure and analysis: </strong>Accuracy metrics [sensitivity (Se), specificity (Sp), positive (PPV), negative predictive value (NPV), positive likelihood ratio (PLR) and negative likelihood ratio (NLR)] of the Fresno-Québec rule were measured. Multivariable logistic regression model was used to identify variables associated with the presence of a concomitant clinically significant fracture.</p><p><strong>Main results: </strong>A total of 2129 patients were included, among whom 9.7% had a concomitant fracture. The performance metrics of the Fresno-Québec rule were as follows: Se 0.96 95% confidence interval (0.92-0.98), Sp 0.36 (0.34-0.38), PPV 0.14 (0.12-0.16), NPV 0.99 (0.98-0.99), PLR 1.49 (1.42-1.55) and NLR 0.12 (0.06-0.23). A total of 678 radiographs could have been avoided, corresponding to a reduction of 35.2%. Age ≥40 years, first dislocation episode [odds ratio (OR) = 3.18 (1.95-5.38); P  < 0.001], the following mechanisms: road collision [OR = 6.26 (2.65-16.1)], low-level fall [OR = 3.49 (1.66-8.28)], high-level fall [OR = 3.95 (1.62-10.4)], and seizure/electric shock [OR = 10.6 (4.09-29.2)] were associated with the presence of a concomitant fracture.</p><p><strong>Conclusion: </strong>In this study, the Fresno-Québec rule has excellent Se in identifying concomitant clinically significant fractures in patients with an anterior glenohumeral dislocation. The use of this clinical decision rule may be associated with a reduction of approximately a third of unnecessary prereduction radiographs.</p>","PeriodicalId":11893,"journal":{"name":"European Journal of Emergency Medicine","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9911803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
MEESSI-AHF score to estimate short-term prognosis of acute heart failure patients in the Emergency Department: a prospective and multicenter study. MEESSI-AHF评分评估急诊科急性心力衰竭患者的短期预后:一项前瞻性多中心研究。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-07-31 DOI: 10.1097/MEJ.0000000000001064
Mathieu Oberlin, Guillaume Buis, Karine Alamé, Mikaël Martinez, Marie Paule Bitard, Lise Berard, Xavier Losset, Frederic Balen, Bruno Lehodey, Omide Taheri, Quentin Delannoy, Sabrina Kepka, Duc-Minh Tran, Pascal Bilbault, Julien Godet, Pierrick Le Borgne

Background: The assessment of acute heart failure (AHF) prognosis is primordial in emergency setting. Although AHF management is exhaustively codified using mortality predictors, there is currently no recommended scoring system for assessing prognosis. The European Society of Cardiology (ESC) recommends a comprehensive assessment of global AHF prognosis, considering in-hospital mortality, early rehospitalization rates and the length of hospital stay.

Objective: We aimed to prospectively evaluate the performance of the Multiple Estimation of risk based on the Emergency department Spanish Score In patients with AHF (MEESSI-AHF) score in estimating short prognosis according to the ESC guidelines.

Design, settings and patients: A multicenter study was conducted between November 2020, and June 2021. Adult patients who presented to eleven French hospitals for AHF were prospectively included.

Outcome measures and analysis: According to MEESSI-AHF score, patients were stratified in four categories corresponding to mortality risk: low-, intermediate-, high- and very high-risk groups. The primary outcome was the number of days alive and out of the hospital during the 30-day period following admission to the Emergency Department (ED).

Results: In total, 390 patients were included. The number of days alive and out of the hospital decreased significatively with increasing MEESSI-AHF risk groups, ranging from 21.2 days (20.3-22.3 days) for the low-risk, 20 days (19.3-20.5 days) for intermediate risk,18.6 days (17.6-19.6 days) for the high-risk and 17.9 days (16.9-18.9 days) very high-risk category.

Conclusion: Among patients admitted to ED for an episode of AHF, the MEESSI-AHF score estimates with good performance the number of days alive and out of the hospital.

背景:评估急性心力衰竭(AHF)的预后在急救环境中是最重要的。尽管AHF的管理使用死亡率预测因子进行了详尽的编码,但目前还没有推荐的评估预后的评分系统。欧洲心脏病学会(ESC)建议对全球AHF预后进行全面评估,考虑住院死亡率、早期再住院率和住院时间。目的:我们旨在根据ESC指南,前瞻性评估基于急诊科AHF患者西班牙语评分的多重风险评估(MEESSI-AHF)评分在评估短期预后方面的表现。设计、环境和患者:2020年11月至2021年6月进行了一项多中心研究。前瞻性纳入了在11家法国医院就诊的AHF成年患者。结果测量和分析:根据MEESSI-AHF评分,根据死亡风险将患者分为四类:低、中、高和高危组。主要结果是在急诊科(ED)入院后的30天内,存活和出院的天数。结果:总共包括390名患者。随着MEESSI-AHF风险组的增加,存活和出院天数显著减少,低风险组为21.2天(20.3-22.3天),中风险组为20天(19.3-20.5天),高风险组为18.6天(17.6-19.6天),极高风险组为17.9天(16.9-18.9天)。结论:在因AHF发作而入院的ED患者中,MEESSI-AHF评分以良好的表现估计了存活和出院的天数。
{"title":"MEESSI-AHF score to estimate short-term prognosis of acute heart failure patients in the Emergency Department: a prospective and multicenter study.","authors":"Mathieu Oberlin,&nbsp;Guillaume Buis,&nbsp;Karine Alamé,&nbsp;Mikaël Martinez,&nbsp;Marie Paule Bitard,&nbsp;Lise Berard,&nbsp;Xavier Losset,&nbsp;Frederic Balen,&nbsp;Bruno Lehodey,&nbsp;Omide Taheri,&nbsp;Quentin Delannoy,&nbsp;Sabrina Kepka,&nbsp;Duc-Minh Tran,&nbsp;Pascal Bilbault,&nbsp;Julien Godet,&nbsp;Pierrick Le Borgne","doi":"10.1097/MEJ.0000000000001064","DOIUrl":"10.1097/MEJ.0000000000001064","url":null,"abstract":"<p><strong>Background: </strong>The assessment of acute heart failure (AHF) prognosis is primordial in emergency setting. Although AHF management is exhaustively codified using mortality predictors, there is currently no recommended scoring system for assessing prognosis. The European Society of Cardiology (ESC) recommends a comprehensive assessment of global AHF prognosis, considering in-hospital mortality, early rehospitalization rates and the length of hospital stay.</p><p><strong>Objective: </strong>We aimed to prospectively evaluate the performance of the Multiple Estimation of risk based on the Emergency department Spanish Score In patients with AHF (MEESSI-AHF) score in estimating short prognosis according to the ESC guidelines.</p><p><strong>Design, settings and patients: </strong>A multicenter study was conducted between November 2020, and June 2021. Adult patients who presented to eleven French hospitals for AHF were prospectively included.</p><p><strong>Outcome measures and analysis: </strong>According to MEESSI-AHF score, patients were stratified in four categories corresponding to mortality risk: low-, intermediate-, high- and very high-risk groups. The primary outcome was the number of days alive and out of the hospital during the 30-day period following admission to the Emergency Department (ED).</p><p><strong>Results: </strong>In total, 390 patients were included. The number of days alive and out of the hospital decreased significatively with increasing MEESSI-AHF risk groups, ranging from 21.2 days (20.3-22.3 days) for the low-risk, 20 days (19.3-20.5 days) for intermediate risk,18.6 days (17.6-19.6 days) for the high-risk and 17.9 days (16.9-18.9 days) very high-risk category.</p><p><strong>Conclusion: </strong>Among patients admitted to ED for an episode of AHF, the MEESSI-AHF score estimates with good performance the number of days alive and out of the hospital.</p>","PeriodicalId":11893,"journal":{"name":"European Journal of Emergency Medicine","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9911804","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Using emergency department triage for machine learning-based admission and mortality prediction. 使用急诊科分类进行基于机器学习的入院和死亡率预测。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-08-14 DOI: 10.1097/MEJ.0000000000001068
Thomas Tschoellitsch, Philipp Seidl, Carl Böck, Alexander Maletzky, Philipp Moser, Stefan Thumfart, Michael Giretzlehner, Sepp Hochreiter, Jens Meier

Aims: Patient admission is a decision relying on sparsely available data. This study aims to provide prediction models for discharge versus admission for ward observation or intensive care, and 30 day-mortality for patients triaged with the Manchester Triage System.

Methods: This is a single-centre, observational, retrospective cohort study from data within ten minutes of patient presentation at the interdisciplinary emergency department of the Kepler University Hospital, Linz, Austria. We trained machine learning models including Random Forests and Neural Networks individually to predict discharge versus ward observation or intensive care admission, and 30 day-mortality. For analysis of the features' relevance, we used permutation feature importance.

Results: A total of 58323 adult patients between 1 December 2015 and 31 August 2020 were included. Neural Networks and Random Forests predicted admission to ward observation with an AUC-ROC of 0.842 ± 0.00 with the most important features being age and chief complaint. For admission to intensive care, the models had an AUC-ROC of 0.819 ± 0.002 with the most important features being the Manchester Triage category and heart rate, and for the outcome 30 day-mortality an AUC-ROC of 0.925 ± 0.001. The most important features for the prediction of 30 day-mortality were age and general ward admission.

Conclusion: Machine learning can provide prediction on discharge versus admission to general wards and intensive care and inform about risk on 30 day-mortality for patients in the emergency department.

目的:患者入院是根据稀少的可用数据做出的决定。这项研究旨在为曼彻斯特分诊系统分诊的患者提供出院与入院的预测模型,以及30天死亡率,在奥地利林茨开普勒大学医院跨学科急诊科,对患者陈述后10分钟内的数据进行回顾性队列研究。我们单独训练了包括随机森林和神经网络在内的机器学习模型,以预测出院与病房观察或重症监护入院以及30天死亡率。为了分析特征的相关性,我们使用了排列特征重要性。结果:2015年12月1日至2020年8月31日期间,共有58323名成年患者入选。神经网络和随机森林预测入院观察,AUC-ROC为0.842 ± 0.00,最重要的特征是年龄和主诉。对于接受重症监护的患者,模型的AUC-ROC为0.819 ± 0.002,最重要的特征是曼彻斯特分类和心率,结果30天死亡率的AUC-ROC为0.925 ± 预测30天死亡率的最重要特征是年龄和普通病房入院情况。结论:机器学习可以预测普通病房和重症监护病房的出院与入院情况,并告知急诊科患者30天死亡率的风险。
{"title":"Using emergency department triage for machine learning-based admission and mortality prediction.","authors":"Thomas Tschoellitsch,&nbsp;Philipp Seidl,&nbsp;Carl Böck,&nbsp;Alexander Maletzky,&nbsp;Philipp Moser,&nbsp;Stefan Thumfart,&nbsp;Michael Giretzlehner,&nbsp;Sepp Hochreiter,&nbsp;Jens Meier","doi":"10.1097/MEJ.0000000000001068","DOIUrl":"10.1097/MEJ.0000000000001068","url":null,"abstract":"<p><strong>Aims: </strong>Patient admission is a decision relying on sparsely available data. This study aims to provide prediction models for discharge versus admission for ward observation or intensive care, and 30 day-mortality for patients triaged with the Manchester Triage System.</p><p><strong>Methods: </strong>This is a single-centre, observational, retrospective cohort study from data within ten minutes of patient presentation at the interdisciplinary emergency department of the Kepler University Hospital, Linz, Austria. We trained machine learning models including Random Forests and Neural Networks individually to predict discharge versus ward observation or intensive care admission, and 30 day-mortality. For analysis of the features' relevance, we used permutation feature importance.</p><p><strong>Results: </strong>A total of 58323 adult patients between 1 December 2015 and 31 August 2020 were included. Neural Networks and Random Forests predicted admission to ward observation with an AUC-ROC of 0.842 ± 0.00 with the most important features being age and chief complaint. For admission to intensive care, the models had an AUC-ROC of 0.819 ± 0.002 with the most important features being the Manchester Triage category and heart rate, and for the outcome 30 day-mortality an AUC-ROC of 0.925 ± 0.001. The most important features for the prediction of 30 day-mortality were age and general ward admission.</p><p><strong>Conclusion: </strong>Machine learning can provide prediction on discharge versus admission to general wards and intensive care and inform about risk on 30 day-mortality for patients in the emergency department.</p>","PeriodicalId":11893,"journal":{"name":"European Journal of Emergency Medicine","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10362756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Standard vs. modified vestibular/ocular motor screening for emergency department prediction of symptom persistence 1 week after minor head injury. 标准与改良前庭/眼运动筛查用于急诊科预测轻度头部损伤后1周症状持续性。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-10-24 DOI: 10.1097/MEJ.0000000000001076
Caroline E Thomas, Sameer A Pathan, Zain A Bhutta, Isma Qureshi, Stephen H Thomas
{"title":"Standard vs. modified vestibular/ocular motor screening for emergency department prediction of symptom persistence 1 week after minor head injury.","authors":"Caroline E Thomas, Sameer A Pathan, Zain A Bhutta, Isma Qureshi, Stephen H Thomas","doi":"10.1097/MEJ.0000000000001076","DOIUrl":"10.1097/MEJ.0000000000001076","url":null,"abstract":"","PeriodicalId":11893,"journal":{"name":"European Journal of Emergency Medicine","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"54228304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Status of the specialty Emergency Medicine in Europe. 欧洲急诊医学专业的现状。
IF 4.4 4区 医学 Q1 Medicine Pub Date : 2023-12-01 Epub Date: 2023-09-21 DOI: 10.1097/MEJ.0000000000001069
Wilhelm Behringer, Ruth Brown
{"title":"Status of the specialty Emergency Medicine in Europe.","authors":"Wilhelm Behringer, Ruth Brown","doi":"10.1097/MEJ.0000000000001069","DOIUrl":"10.1097/MEJ.0000000000001069","url":null,"abstract":"","PeriodicalId":11893,"journal":{"name":"European Journal of Emergency Medicine","volume":null,"pages":null},"PeriodicalIF":4.4,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41117815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
European Journal of Emergency Medicine
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