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Global emergency medicine: A scoping review of the literature from 2023.
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-07 DOI: 10.1111/acem.70012
Braden J Hexom, Nana Serwaa A Quao, N Shakira Bandolin, Joseph Bonney, Morgan C Broccoli, Amanda Collier, Nanaba A Dawson-Amoah, Jonathan Dyal, Vinay Kampalath, J Austin Lee, Chris A Rees, Gabriel Lucca de Oliveira Salvador, Jonathan M Strong, Sean M Kivlehan

Objective: The Global Emergency Medicine Literature Review (GEMLR) highlights the highest-quality research addressing emergency care in resource-limited settings (ECRLS). This 18th edition reviews global emergency medicine (GEM) literature published during 2023.

Methods: A scoping review of GEM articles published in 2023 was performed using a systematic PubMed search and manual gray literature (GRAY) search. Reviewers and editors from 10 countries screened articles utilizing case definitions of three categories of GEM research-disaster and humanitarian response (DHR), ECRLS, and emergency medicine development (EMD). After duplicates and those not meeting authorship equity and ethical review requirements were removed, articles were scored according to rubrics for original research (OR), review articles (RE), and GRAY. Those in the top 5% from any category were summarized and critiqued in narrative review.

Results: There were 58,291 articles identified in the main search and 11,035 in the GRAY search. A total of 825 articles from the main search and 37 GRAY articles screened in and were scored. Fifty-five main search articles and one GRAY article were included after scoring, a 52.8% increase from 2022 despite <1% change in search volume. ECRLS remained the largest category (63%). As in previous years, articles frequently addressed emergencies in pediatrics (10 articles), trauma (9), prehospital care (8), maternal/neonatal care (6), education/training (6), disaster medicine (4), and airway/sedation management (4). A total of 3.5% of screened-in articles failed to meet GEMLR's new authorship equity and ethics standards.

Conclusions: The quantity and quality of GEM research continues to grow as measured by the GEMLR scoring system. A revised search string identified relevant GEM articles with broad application in global settings. New equity guidelines were successfully implemented. This review summarizes the highest quality current GEM research while providing evolving guidelines for best practices in performing this important and rapidly growing work.

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引用次数: 0
Response to Tangkamolsuk and La RE: Online public response to emergency department diagnostic error report: A qualitative study. 回应 Tangkamolsuk 和 La RE:公众对急诊科诊断错误报告的在线回应:定性研究。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2025-02-23 DOI: 10.1111/acem.70007
Timothy J Sanford, Pranav Kaul, Danielle M McCarthy
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引用次数: 0
The problem with how we view medical (and diagnostic) error in emergency medicine.
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2025-03-03 DOI: 10.1111/acem.15076
Meagan M Ladell, Nancy L Jacobson, Sarah C Yale, Katie L McDermott, Elizabeth L Papautsky, Kenneth R Catchpole, Matthew C Scanlon

Investigating error in healthcare has long been a central focus of patient safety efforts, yet this approach oversimplifies the complexities of a deeply interconnected and dynamic system. This paper argues that framing patient harm solely as "error" has failed to yield meaningful improvements, as it overlooks the broader factors contributing to adverse outcomes. Through a case study, we illustrate how an exclusive focus on error investigation missed critical insights and propose that attention should instead be directed towards identifying and managing hazards. Emphasizing the importance of treating healthcare as a sociotechnical system, we argue for the application of sociotechnical system thinking, particularly in addressing diagnostic errors in high-pressure environments like emergency medicine. The traditional methods, such as root cause analysis, error investigation, and the Swiss cheese model, are no longer sufficient. These outdated frameworks fail to address the systemic challenges clinicians face and often misguide safety interventions. The paper calls for a paradigm shift towards re-designing healthcare systems using human factors research to better align with the complexities of clinical work and the hazards that lead to harm.

长期以来,调查医疗保健中的差错一直是患者安全工作的核心重点,然而这种方法过度简化了一个相互关联、充满活力的系统的复杂性。本文认为,将对患者造成的伤害仅仅归结为 "错误 "并不能带来有意义的改善,因为它忽略了导致不良后果的更广泛因素。通过一个案例研究,我们说明了只关注错误调查如何错过了关键的洞察力,并提出应将注意力转向识别和管理危害。我们强调将医疗保健视为社会技术系统的重要性,主张应用社会技术系统思维,尤其是在解决急诊医学等高压环境下的诊断错误时。传统的方法,如根本原因分析、错误调查和瑞士奶酪模型,已不再足够。这些过时的框架无法应对临床医生所面临的系统性挑战,往往会误导安全干预措施。本文呼吁转变模式,利用人为因素研究重新设计医疗保健系统,以更好地适应临床工作的复杂性和导致伤害的危险。
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引用次数: 0
My search for light. 我寻找光明
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2024-09-03 DOI: 10.1111/acem.15009
Reginald Barnes
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引用次数: 0
Ruling out pulmonary embolism safely: Standardized reporting of the failure rate. 安全排除肺栓塞:标准化报告失败率。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2024-11-27 DOI: 10.1111/acem.15055
Yonathan Freund, Christopher Kabrhel, Scott D Casey, David R Vinson, William B Stubblefield, Jeffrey Kline, Delphine Douillet, Federico Germini, Andrea Penaloza, Olivier Hugli, Pierre-Marie Roy, Kerstin de Wit
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引用次数: 0
From diagnostic errors to diagnostic excellence in emergency care: Time to flip the script. 从诊断错误到卓越的急诊护理诊断:是时候翻转剧本了。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2024-10-20 DOI: 10.1111/acem.15033
Prashant Mahajan
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引用次数: 0
Exploring diagnostic stewardship in the emergency department evaluation of pediatric abdominal pain in a statewide quality collaborative. 探索诊断管理在急诊科评估儿科腹痛在全国范围内的质量协作。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2025-01-05 DOI: 10.1111/acem.15075
Alexander T Janke, Kenneth A Michelson, Keith E Kocher, Kristian Seiler, Michelle L Macy, Michele Nypaver, Prashant V Mahajan, Rajan Arora, Courtney W Mangus

Background: Diagnostic stewardship is the effort to optimize diagnostic testing to reduce errors while avoiding overtesting and overtreatment. Abdominal pain and appendicitis in children are essential use cases. Delayed diagnosis of appendicitis can be dangerous and even life-threatening, but overtesting is harmful.

Methods: We conducted a retrospective cohort study of children aged 5-17 years presenting with abdominal pain to 26 EDs within the Michigan Emergency Department Improvement Collaborative (MEDIC) from May 1, 2016, to February 29, 2024. We defined two outcome measures summarized by ED. First, we describe the cross-sectional imaging:appendicitis visits ratio, defined as the count of ED visits resulting in any cross-sectional imaging (CT or MRI) divided by the count of ED visits with a diagnosis of appendicitis. Second, we describe the delayed diagnosis rate, defined by an ED visit for abdominal pain resulting in a discharge and subsequent return visit with a diagnosis of appendicitis within 7 days.

Results: The sample included 120,112 pediatric visits for abdominal pain at 26 EDs; 4967 (4.1%) were diagnosed with appendicitis. The cross-sectional imaging:appendicitis visits ratio varied by site, from as low as 0.2 (95% confidence interval [CI] 0.1-0.2) at a pediatric site to as high as 7.9 (95% CI 4.8-16.4) at an urban ED. The proportion of pediatric ED visits for abdominal pain that resulted in an identified delayed diagnosis of appendicitis was 0.1% (141/120,112). All but four sites had fewer than 10 cases of delayed diagnosis across the study period.

Conclusions: In this retrospective cohort study of 120,000+ ED visits for pediatric abdominal pain, we found that the ratio of visits with cross-sectional imaging to diagnosed cases of appendicitis varied widely across EDs. Delayed diagnosis of appendicitis was uncommon. Adherence to best practices and improved imaging quality may hold promise to improve diagnostic stewardship for children with abdominal pain across EDs.

背景:诊断管理是指努力优化诊断检测,以减少错误,同时避免过度检测和过度治疗。儿童腹痛和阑尾炎是基本病例。阑尾炎的延迟诊断可能很危险,甚至危及生命,但过度检查则有害无益:我们对 2016 年 5 月 1 日至 2024 年 2 月 29 日期间在密歇根州急诊科改进合作组织 (MEDIC) 的 26 家急诊科就诊的 5-17 岁腹痛儿童进行了一项回顾性队列研究。我们定义了两个按急诊科汇总的结果指标。首先,我们描述了横断面成像:阑尾炎就诊比,即进行任何横断面成像(CT 或 MRI)的急诊就诊人数除以诊断为阑尾炎的急诊就诊人数。其次,我们描述了延迟诊断率,其定义是因腹痛而出院的急诊就诊者和随后在 7 天内诊断为阑尾炎的复诊者:样本包括26家急诊室的120112名因腹痛就诊的儿童,其中4967人(4.1%)被诊断为阑尾炎。横断面成像与阑尾炎就诊率因就诊地点而异,儿科就诊率低至0.2(95%置信区间[CI] 0.1-0.2),城市急诊室则高达7.9(95% CI 4.8-16.4)。儿科急诊室因腹痛而导致阑尾炎延迟诊断的比例为 0.1%(141/120,112)。在整个研究期间,除四家医院外,其他所有医院的延误诊断病例均少于 10 例:在这项对 120,000 多例因小儿腹痛而就诊的急诊室进行的回顾性队列研究中,我们发现各急诊室的阑尾炎横断面成像与确诊病例的比例差异很大。阑尾炎的延迟诊断并不常见。坚持最佳实践和提高成像质量有望改善各急诊室对腹痛患儿的诊断管理。
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引用次数: 0
Epidemiology of diagnostic errors in pediatric emergency departments using electronic triggers. 儿科急诊科使用电子触发器诊断错误的流行病学
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2025-01-15 DOI: 10.1111/acem.15087
Prashant Mahajan, Emily White, Kathy Shaw, Sarah J Parker, James Chamberlain, Richard M Ruddy, Elizabeth R Alpern, Jacqueline Corboy, Andrew Krack, Brandon Ku, Daphne Morrison Ponce, Asha S Payne, Elizabeth Freiheit, Gregor Horvath, Giselle Kolenic, Michele Carney, Nicole Klekowski, Karen J O'Connell, Hardeep Singh

Objectives: We applied three electronic triggers to study frequency and contributory factors of missed opportunities for improving diagnosis (MOIDs) in pediatric emergency departments (EDs): return visits within 10 days resulting in admission (Trigger 1), care escalation within 24 h of ED presentation (Trigger 2), and death within 24 h of ED visit (Trigger 3).

Methods: We created an electronic query and reporting template for the triggers and applied them to electronic health record systems of five pediatric EDs for visits from 2019. Clinician reviewers manually screened identified charts and initially categorized them as "unlikely for MOIDs" or "unable to rule out MOIDs" without a detailed chart review. For the latter category, reviewers performed a detailed chart review using the Revised Safer Dx Instrument to determine the presence of a MOID.

Results: A total of 2937 ED records met trigger criteria (Trigger 1 1996 [68%], Trigger 2 829 [28%], Trigger 3 112 [4%]), of which 2786 (95%) were categorized as unlikely for MOIDs. The Revised Safer Dx Instrument was applied to 151 (5%) records and 76 (50%) had MOIDs. The overall frequency of MOIDs was 2.6% for the entire cohort, 3.0% for Trigger 1, 1.9% for Trigger 2, and 0% for Trigger 3. Brain lesions, infections, or hemorrhage; pneumonias and lung abscess; and appendicitis were the top three missed diagnoses. The majority (54%) of MOIDs cases resulted in patient harm. Contributory factors were related to patient-provider (52.6%), followed by patient factors (21.1%), system factors (13.2%), and provider factors (10.5%).

Conclusions: Using electronic triggers with selective record review is an effective process to screen for harmful diagnostic errors in EDs: detailed review of 5% of charts revealed MOIDs in half, of which half were harmful to the patient. With further refining, triggers can be used as effective patient safety tools to monitor diagnostic quality.

目的:我们使用三种电子触发器来研究儿科急诊科(EDs)错失改善诊断机会(MOIDs)的频率和促成因素:入院前10天内的复诊(触发器1),ED出现后24小时内的护理升级(触发器2),ED就诊后24小时内的死亡(触发器3)。方法:我们创建了触发器的电子查询和报告模板,并将其应用于2019年5个儿科急诊科就诊的电子病历系统。临床医师审查人员手动筛选已识别的图表,并在没有详细的图表审查的情况下将其最初归类为“不太可能为MOIDs”或“无法排除MOIDs”。对于后一类,审查员使用修订后的Safer Dx仪器进行详细的图表审查,以确定MOID的存在。结果:共有2937例ED记录符合触发标准(trigger 1 1996年[68%],trigger 2 829年[28%],trigger 3 112年[4%]),其中2786例(95%)被归类为不太可能发生MOIDs。修订后的Safer Dx仪器应用于151例(5%)记录,76例(50%)有MOIDs。在整个队列中,MOIDs的总体频率为2.6%,触发1为3.0%,触发2为1.9%,触发3为0%。脑部病变、感染或出血;肺炎和肺脓肿;阑尾炎是前三名的漏诊。大多数(54%)MOIDs病例导致患者伤害。影响因素与患者-提供者相关(52.6%),其次是患者因素(21.1%)、系统因素(13.2%)和提供者因素(10.5%)。结论:使用电子触发器和选择性记录审查是筛查急诊科有害诊断错误的有效方法:详细审查5%的图表显示一半的MOIDs,其中一半对患者有害。通过进一步改进,触发器可以作为有效的患者安全工具来监测诊断质量。
{"title":"Epidemiology of diagnostic errors in pediatric emergency departments using electronic triggers.","authors":"Prashant Mahajan, Emily White, Kathy Shaw, Sarah J Parker, James Chamberlain, Richard M Ruddy, Elizabeth R Alpern, Jacqueline Corboy, Andrew Krack, Brandon Ku, Daphne Morrison Ponce, Asha S Payne, Elizabeth Freiheit, Gregor Horvath, Giselle Kolenic, Michele Carney, Nicole Klekowski, Karen J O'Connell, Hardeep Singh","doi":"10.1111/acem.15087","DOIUrl":"10.1111/acem.15087","url":null,"abstract":"<p><strong>Objectives: </strong>We applied three electronic triggers to study frequency and contributory factors of missed opportunities for improving diagnosis (MOIDs) in pediatric emergency departments (EDs): return visits within 10 days resulting in admission (Trigger 1), care escalation within 24 h of ED presentation (Trigger 2), and death within 24 h of ED visit (Trigger 3).</p><p><strong>Methods: </strong>We created an electronic query and reporting template for the triggers and applied them to electronic health record systems of five pediatric EDs for visits from 2019. Clinician reviewers manually screened identified charts and initially categorized them as \"unlikely for MOIDs\" or \"unable to rule out MOIDs\" without a detailed chart review. For the latter category, reviewers performed a detailed chart review using the Revised Safer Dx Instrument to determine the presence of a MOID.</p><p><strong>Results: </strong>A total of 2937 ED records met trigger criteria (Trigger 1 1996 [68%], Trigger 2 829 [28%], Trigger 3 112 [4%]), of which 2786 (95%) were categorized as unlikely for MOIDs. The Revised Safer Dx Instrument was applied to 151 (5%) records and 76 (50%) had MOIDs. The overall frequency of MOIDs was 2.6% for the entire cohort, 3.0% for Trigger 1, 1.9% for Trigger 2, and 0% for Trigger 3. Brain lesions, infections, or hemorrhage; pneumonias and lung abscess; and appendicitis were the top three missed diagnoses. The majority (54%) of MOIDs cases resulted in patient harm. Contributory factors were related to patient-provider (52.6%), followed by patient factors (21.1%), system factors (13.2%), and provider factors (10.5%).</p><p><strong>Conclusions: </strong>Using electronic triggers with selective record review is an effective process to screen for harmful diagnostic errors in EDs: detailed review of 5% of charts revealed MOIDs in half, of which half were harmful to the patient. With further refining, triggers can be used as effective patient safety tools to monitor diagnostic quality.</p>","PeriodicalId":7105,"journal":{"name":"Academic Emergency Medicine","volume":" ","pages":"226-245"},"PeriodicalIF":3.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11921087/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142996685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Consent to advanced imaging in antenatal pulmonary embolism diagnostics: Prevalence, outcomes of nonconsent and opportunities to mitigate delayed diagnosis risk. 产前肺栓塞诊断中对高级成像的同意:产前肺栓塞诊断中的高级成像同意:流行率、不同意的结果以及降低延迟诊断风险的机会。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2024-11-17 DOI: 10.1111/acem.15045
David R Vinson, Madeline J Somers, Edward Qiao, Aidan R Campbell, Grace V Heringer, Cole J Florio, Lara Zekar, Cydney E Middleton, Sara T Woldemariam, Nachiketa Gupta, Luke S Poth, Mary E Reed, Nareg H Roubinian, Ali S Raja, Jeffrey D Sperling

Background: Nonconsent to pulmonary vascular (or advanced) imaging for suspected pulmonary embolism (PE) in pregnancy can delay diagnosis and treatment, increasing risk of adverse outcomes. We sought to understand factors associated with consent and understand outcomes after nonconsent.

Methods: This retrospective cohort study was undertaken across 21 community hospitals from October 1, 2021, through March 31, 2023. We included gravid patients undergoing diagnostics for suspected PE who were recommended advanced imaging. The primary outcome was verbal consent to advanced imaging. Diagnostic settings were nonobstetric (99% emergency departments [EDs]) and obstetrics (labor and delivery and outpatient clinics). Using quasi-Poisson regression, we calculated adjusted relative risks (aRRs) of consenting with 95% confidence intervals (CIs). We also reported symptom resolution and delayed imaging at follow-up and 90-day PE outcomes.

Results: Imaging was recommended for 405 outpatients: median age was 30.5 years; 50% were in the third trimester. Evaluation was more common in nonobstetric (83%) than obstetric settings (17%). Overall, 314 (78%) agreed to imaging and 91 (22%) declined imaging. Consenting was more prevalent in obstetric settings compared with nonobstetric settings: 99% versus 73% (p < 0.001). When adjusted for demographic and clinical variables, including pretest probability, only obstetric setting was independently associated with consenting: aRR 1.26 (95% CI 1.09-1.44). Seventy-nine (87%) patients declining imaging had 30-day follow-up. Eight of 12 who reported persistent or worsening symptoms on follow-up were again recommended advanced imaging and consented. Imaging was negative. None who initially declined imaging were diagnosed with PE or died within 90 days.

Conclusions: One in five gravid patients suspected of PE declined advanced imaging, more commonly in nonobstetric (principally ED) settings than obstetric settings. Patients symptomatic on follow-up responded favorably to subsequent imaging recommendations without 90-day outcomes. Improving the communication and documentation of informed consent and securing close follow-up for nonconsenters may mitigate risks of missed and delayed PE diagnosis.

背景:妊娠期疑似肺栓塞(PE)患者不同意进行肺血管(或高级)成像检查会延误诊断和治疗,增加不良后果的风险。我们试图了解与同意相关的因素,并了解不同意后的结果:这项回顾性队列研究于 2021 年 10 月 1 日至 2023 年 3 月 31 日在 21 家社区医院进行。我们纳入了因疑似 PE 而接受诊断并被建议进行高级成像的孕产妇患者。主要结果是口头同意接受高级成像。诊断环境包括非产科(99% 的急诊科 [ED])和产科(产房和门诊)。通过准泊松回归,我们计算出了同意的调整相对风险系数 (aRR) 以及 95% 的置信区间 (CI)。我们还报告了随访时的症状缓解和延迟成像以及 90 天的 PE 结果:建议对 405 名门诊患者进行造影检查:中位年龄为 30.5 岁;50% 的患者处于怀孕中期。非产科(83%)比产科(17%)更常见。总体而言,314 人(78%)同意进行造影,91 人(22%)拒绝造影。与非产科环境相比,产科环境中同意成像的比例更高:99%对73%(P 结论:在产科和非产科环境中,每五名疑似怀孕患者中就有一名同意进行造影检查:每五名疑似 PE 的孕产妇中就有一人拒绝接受高级成像检查,这种情况在非产科(主要是急诊室)比在产科更常见。随访时无症状的患者对随后的造影建议反应良好,但无 90 天结果。改善知情同意的沟通和记录,并确保对未同意者进行密切随访,可降低漏诊和延迟 PE 诊断的风险。
{"title":"Consent to advanced imaging in antenatal pulmonary embolism diagnostics: Prevalence, outcomes of nonconsent and opportunities to mitigate delayed diagnosis risk.","authors":"David R Vinson, Madeline J Somers, Edward Qiao, Aidan R Campbell, Grace V Heringer, Cole J Florio, Lara Zekar, Cydney E Middleton, Sara T Woldemariam, Nachiketa Gupta, Luke S Poth, Mary E Reed, Nareg H Roubinian, Ali S Raja, Jeffrey D Sperling","doi":"10.1111/acem.15045","DOIUrl":"10.1111/acem.15045","url":null,"abstract":"<p><strong>Background: </strong>Nonconsent to pulmonary vascular (or advanced) imaging for suspected pulmonary embolism (PE) in pregnancy can delay diagnosis and treatment, increasing risk of adverse outcomes. We sought to understand factors associated with consent and understand outcomes after nonconsent.</p><p><strong>Methods: </strong>This retrospective cohort study was undertaken across 21 community hospitals from October 1, 2021, through March 31, 2023. We included gravid patients undergoing diagnostics for suspected PE who were recommended advanced imaging. The primary outcome was verbal consent to advanced imaging. Diagnostic settings were nonobstetric (99% emergency departments [EDs]) and obstetrics (labor and delivery and outpatient clinics). Using quasi-Poisson regression, we calculated adjusted relative risks (aRRs) of consenting with 95% confidence intervals (CIs). We also reported symptom resolution and delayed imaging at follow-up and 90-day PE outcomes.</p><p><strong>Results: </strong>Imaging was recommended for 405 outpatients: median age was 30.5 years; 50% were in the third trimester. Evaluation was more common in nonobstetric (83%) than obstetric settings (17%). Overall, 314 (78%) agreed to imaging and 91 (22%) declined imaging. Consenting was more prevalent in obstetric settings compared with nonobstetric settings: 99% versus 73% (p < 0.001). When adjusted for demographic and clinical variables, including pretest probability, only obstetric setting was independently associated with consenting: aRR 1.26 (95% CI 1.09-1.44). Seventy-nine (87%) patients declining imaging had 30-day follow-up. Eight of 12 who reported persistent or worsening symptoms on follow-up were again recommended advanced imaging and consented. Imaging was negative. None who initially declined imaging were diagnosed with PE or died within 90 days.</p><p><strong>Conclusions: </strong>One in five gravid patients suspected of PE declined advanced imaging, more commonly in nonobstetric (principally ED) settings than obstetric settings. Patients symptomatic on follow-up responded favorably to subsequent imaging recommendations without 90-day outcomes. Improving the communication and documentation of informed consent and securing close follow-up for nonconsenters may mitigate risks of missed and delayed PE diagnosis.</p>","PeriodicalId":7105,"journal":{"name":"Academic Emergency Medicine","volume":" ","pages":"260-273"},"PeriodicalIF":3.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142646764","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
Using natural language processing to identify emergency department patients with incidental lung nodules requiring follow-up. 使用自然语言处理识别急诊科偶发肺结节需要随访的患者。
IF 3.4 3区 医学 Q1 EMERGENCY MEDICINE Pub Date : 2025-03-01 Epub Date: 2025-01-17 DOI: 10.1111/acem.15080
Christopher L Moore, Vimig Socrates, Mina Hesami, Ryan P Denkewicz, Joe J Cavallo, Arjun K Venkatesh, R Andrew Taylor

Objectives: For emergency department (ED) patients, lung cancer may be detected early through incidental lung nodules (ILNs) discovered on chest CTs. However, there are significant errors in the communication and follow-up of incidental findings on ED imaging, particularly due to unstructured radiology reports. Natural language processing (NLP) can aid in identifying ILNs requiring follow-up, potentially reducing errors from missed follow-up. We sought to develop an open-access, three-step NLP pipeline specifically for this purpose.

Methods: This retrospective used a cohort of 26,545 chest CTs performed in three EDs from 2014 to 2021. Randomly selected chest CT reports were annotated by MD raters using Prodigy software to develop a stepwise NLP "pipeline" that first excluded prior or known malignancy, determined the presence of a lung nodule, and then categorized any recommended follow-up. NLP was developed using a RoBERTa large language model on the SpaCy platform and deployed as open-access software using Docker. After NLP development it was applied to 1000 CT reports that were manually reviewed to determine accuracy using accepted NLP metrics of precision (positive predictive value), recall (sensitivity), and F1 score (which balances precision and recall).

Results: Precision, recall, and F1 score were 0.85, 0.71, and 0.77, respectively, for malignancy; 0.87, 0.83, and 0.85 for nodule; and 0.82, 0.90, and 0.85 for follow-up. Overall accuracy for follow-up in the absence of malignancy with a nodule present was 93.3%. The overall recommended follow-up rate was 12.4%, with 10.1% of patients having evidence of known or prior malignancy.

Conclusions: We developed an accurate, open-access pipeline to identify ILNs with recommended follow-up on ED chest CTs. While the prevalence of recommended follow-up is lower than some prior studies, it more accurately reflects the prevalence of truly incidental findings without prior or known malignancy. Incorporating this tool could reduce errors by improving the identification, communication, and tracking of ILNs.

目的:对于急诊科(ED)患者,通过胸部ct检查发现偶发肺结节(iln)可早期发现肺癌。然而,在ED成像的偶然发现的沟通和随访中存在重大错误,特别是由于非结构化放射学报告。自然语言处理(NLP)可以帮助识别需要随访的iln,潜在地减少因错过随访而导致的错误。为此,我们专门开发了一个开放获取的三步NLP流程。方法:本回顾性研究纳入了2014年至2021年在3个急诊科进行的26,545例胸部ct检查。随机选择的胸部CT报告由MD评分员使用Prodigy软件进行注释,以开发逐步的NLP“管道”,首先排除先前或已知的恶性肿瘤,确定肺结节的存在,然后分类任何推荐的随访。NLP是在SpaCy平台上使用RoBERTa大型语言模型开发的,并使用Docker作为开放访问软件部署。在NLP开发之后,将其应用于1000份CT报告,这些报告通过人工审查来确定准确性,使用公认的NLP精度(阳性预测值)、召回率(灵敏度)和F1分数(平衡精度和召回率)。结果:恶性肿瘤的准确率、召回率和F1评分分别为0.85、0.71和0.77;结节分别为0.87、0.83和0.85;随访0.82,0.90和0.85。在没有恶性肿瘤伴结节的情况下,随访的总体准确率为93.3%。总体推荐随访率为12.4%,其中10.1%的患者有已知或既往恶性肿瘤的证据。结论:我们开发了一个准确的、开放的管道来识别iln,并推荐对ED胸部ct进行随访。虽然推荐的随访率低于先前的一些研究,但它更准确地反映了真正偶然发现的发生率,没有先前或已知的恶性肿瘤。结合该工具可以通过改进识别、沟通和跟踪iln来减少错误。
{"title":"Using natural language processing to identify emergency department patients with incidental lung nodules requiring follow-up.","authors":"Christopher L Moore, Vimig Socrates, Mina Hesami, Ryan P Denkewicz, Joe J Cavallo, Arjun K Venkatesh, R Andrew Taylor","doi":"10.1111/acem.15080","DOIUrl":"10.1111/acem.15080","url":null,"abstract":"<p><strong>Objectives: </strong>For emergency department (ED) patients, lung cancer may be detected early through incidental lung nodules (ILNs) discovered on chest CTs. However, there are significant errors in the communication and follow-up of incidental findings on ED imaging, particularly due to unstructured radiology reports. Natural language processing (NLP) can aid in identifying ILNs requiring follow-up, potentially reducing errors from missed follow-up. We sought to develop an open-access, three-step NLP pipeline specifically for this purpose.</p><p><strong>Methods: </strong>This retrospective used a cohort of 26,545 chest CTs performed in three EDs from 2014 to 2021. Randomly selected chest CT reports were annotated by MD raters using Prodigy software to develop a stepwise NLP \"pipeline\" that first excluded prior or known malignancy, determined the presence of a lung nodule, and then categorized any recommended follow-up. NLP was developed using a RoBERTa large language model on the SpaCy platform and deployed as open-access software using Docker. After NLP development it was applied to 1000 CT reports that were manually reviewed to determine accuracy using accepted NLP metrics of precision (positive predictive value), recall (sensitivity), and F1 score (which balances precision and recall).</p><p><strong>Results: </strong>Precision, recall, and F1 score were 0.85, 0.71, and 0.77, respectively, for malignancy; 0.87, 0.83, and 0.85 for nodule; and 0.82, 0.90, and 0.85 for follow-up. Overall accuracy for follow-up in the absence of malignancy with a nodule present was 93.3%. The overall recommended follow-up rate was 12.4%, with 10.1% of patients having evidence of known or prior malignancy.</p><p><strong>Conclusions: </strong>We developed an accurate, open-access pipeline to identify ILNs with recommended follow-up on ED chest CTs. While the prevalence of recommended follow-up is lower than some prior studies, it more accurately reflects the prevalence of truly incidental findings without prior or known malignancy. Incorporating this tool could reduce errors by improving the identification, communication, and tracking of ILNs.</p>","PeriodicalId":7105,"journal":{"name":"Academic Emergency Medicine","volume":" ","pages":"274-283"},"PeriodicalIF":3.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142997976","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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Academic Emergency Medicine
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