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Women with Suicidal Ideation, Substance Use Disorder, or Intimate Partner Violence in the Emergency Department: Retrospective Analysis of Contraceptive Documentation. 急诊科有自杀意念、物质使用障碍或亲密伴侣暴力的妇女:避孕文献的回顾性分析
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-23 DOI: 10.5811/westjem.48357
Alison Ruch, Adam Henderson, Ania Izabela Rynarzewska, Hardeep Singh, Louise Jones

Introduction: Prior research demonstrates that emergency department (ED) patients with suicidal ideation (SI), substance use (SUD), and/or intimate partner violence (IPV) have disproportionate adverse outcomes for both women and infants. The 2013 Hague Protocol suggested that children with caregivers with the above characteristics are also more likely to suffer from child maltreatment. Of all pregnancies in this group, as many as 90% are unintended. We hypothesized that women with SI/SUD/IPV have gaps in care access, high levels of unscheduled care use, and reduced ED contraceptive inquiry, which if addressed could potentially improve outcomes.

Methods: We conducted a chart review of 62,284 ED visits from 2018-2021 from a suburban four-hospital system in the Southern United States. We compared women of reproductive age (15-44) with SI/SUD/IPV (4,776) against controls (57,508). The exposures were defined as women with SI, SUD, and/or IPV. We analyzed results using the chi-square test (χ2) with Bonferroni adjustment to test for independence and logistic regression.

Results: Women suffering from SI/SUD/IPV who present to the ED have contraceptive status less frequently documented compared to controls without these factors (39.5 vs 51.7%, RR 0.77, CI, 0.74-0.79, P < .001). They also have reduced access to care, with higher rates of uninsurance (32.7 vs 26.1%, P < .001), more care in the acute care environment, longer ED length of stay (LOS) (mean was 10.38 vs 3.87 hours, P < .001), higher hospitalization rates (61.0 vs 8.7%, P < .001), and higher 30-day ED revisits (11.8 vs 8.8%, P < .001), even after adjusting for the Social Vulnerability Index, acuity, age, and obesity (adjusted odds ratio 1.52 95% CI 1.36-1.70 P < .001).

Conclusion: Despite significant morbidity coupled with reduced access to ambulatory care and disproportionately increased ED use, little ED contraceptive documentation exists. This practice contributes to inequity, given the increased number of unintended pregnancies and greater need of contraceptives in women with suicidal ideation/substance use disorder/intimate partner violence.

先前的研究表明,急诊科(ED)有自杀意念(SI)、物质使用(SUD)和/或亲密伴侣暴力(IPV)的患者对妇女和婴儿都有不成比例的不良后果。2013年《海牙议定书》表明,拥有上述特征的照料者的儿童也更有可能遭受虐待。在这一群体的所有怀孕中,多达90%是意外怀孕。我们假设患有SI/SUD/IPV的妇女在获得护理方面存在差距,高水平的计划外护理使用以及ED避孕咨询减少,如果解决这些问题可能会改善结果。方法:我们对美国南部郊区四医院系统2018-2021年62,284例急诊科就诊进行了图表回顾。我们比较了育龄妇女(15-44岁)SI/SUD/IPV组(4,776例)和对照组(57,508例)。暴露被定义为患有SI、SUD和/或IPV的女性。我们使用卡方检验(χ2)和Bonferroni调整来检验结果的独立性和逻辑回归。结果:与没有这些因素的对照组相比,在ED就诊的SI/SUD/IPV患者的避孕状况记录较少(39.5% vs 51.7%, RR 0.77, CI, 0.74-0.79, P < 0.001)。他们还减少了获得医疗,更高的利率,(32.7 vs 26.1%, P <措施),更多的护理在急性护理环境,长埃德滞留时间(LOS)(平均是10.38 vs 3.87小时,P <措施),更高的住院率(61.0 vs 8.7%, P <措施),和更高的30天的ED回顾(11.8 vs 8.8%, P <措施),甚至为社会脆弱性指数调整后,敏锐,年龄,和肥胖(调整后的优势比1.52 95%可信区间1.36 - -1.70 P <措施)。结论:尽管发病率显著,门诊护理减少,ED使用不成比例地增加,但很少有ED避孕文献存在。鉴于有自杀意念/药物使用障碍/亲密伴侣暴力的妇女意外怀孕数量增加和对避孕药具的需求增加,这种做法助长了不平等。
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引用次数: 0
Seven Steps for Emergency Physicians to Dismantle Access Barriers and Build Equitable Care Systems. 急诊医生消除准入障碍和建立公平医疗体系的七个步骤。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-23 DOI: 10.5811/westjem.52395
Alicia M Gonzalez, Elizabeth Keating, Aimee Moulin
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引用次数: 0
Factors Associated with Patients Leaving Without Being Seen in a Canadian Emergency Department. 加拿大急诊科未见病人就离开的相关因素
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-23 DOI: 10.5811/westjem.47302
Scott Odorizzi, Sandra Blais-Amyot, Peter Greenstreet, Omar Anjum, Jeffrey J Perry

Introduction: Patients leaving without being seen is a critical quality metric for emergency department (ED) performance and is associated with negative patient outcomes and operational inefficiencies. In this study we aimed to systematically assess patient- and system-level factors influencing leaving-without-being-seen behavior.

Methods: We conducted a retrospective cohort study at The Ottawa Hospital, a tertiary-care ED with 85,000 annual ED visits in Ottawa, Canada. We analyzed all patient encounters for two years from May 2022-April 2024. Variables included demographics characteristics (age, sex), visit specifics (arrival day and time, Canadian Triage and Acuity Scale [CTAS] scores, presenting complaints), and operational metrics (ED occupancy metrics). Multivariate logistic regression analyses evaluated the influence of these factors on rates of leaving without being seen.

Results: Of 170,536 ED visits, 15,473 (9.1%) patients left without being seen, and 2,716 (1.6%) left before triage. Each additional 10 years of age reduced the adjusted odds of leaving without being seen by 20.2% (older patients left less frequently). Male patients had 9.4% higher adjusted odds of leaving without being seen compared to females. For every five patients waiting to be seen, the adjusted odds of leaving increased by 16.9% for a newly arriving patient. For every five patients already seen but awaiting disposition, the adjusted odds of leaving increased by 9.6% for a newly arriving patient. Compared to CTAS 2 patients (high acuity), CTAS 3 patients had 67.1% higher adjusted odds of leaving, CTAS 4 patients had 134% higher adjusted odds, and CTAS 5 patients (lowest acuity) had 176% higher adjusted odds of leaving.

Conclusion: Younger age, male sex, lower acuity, and ED crowding independently and significantly increase rates of leaving without being seen. Importantly, both crowding and volume of patients waiting impact left-without-being-seen behaviour. Optimizing patient flow through strategic movement within the ED may enhance the perception of progress, encouraging patients to remain for care.

导读:患者未经诊治就离开是衡量急诊科(ED)绩效的一个关键质量指标,与患者预后不良和操作效率低下有关。在这项研究中,我们的目的是系统地评估患者和系统层面的因素影响离开而不被看到的行为。方法:我们在渥太华医院进行了一项回顾性队列研究,该医院是加拿大渥太华的一家三级急诊科,每年有85,000次急诊科就诊。我们分析了从2022年5月至2024年4月这两年的所有患者。变量包括人口统计特征(年龄、性别)、就诊细节(到达日期和时间、加拿大分诊和急性程度量表[CTAS]评分、提出投诉)和运营指标(ED入住率指标)。多变量逻辑回归分析评估了这些因素对未被发现的离开率的影响。结果:在170,536例急诊科就诊中,15,473例(9.1%)患者未就诊就离开,2,716例(1.6%)患者在分诊前离开。每增加10岁,未经检查而离开的调整几率就会降低20.2%(老年患者离开的频率较低)。与女性患者相比,男性患者在未被发现的情况下离开的调整几率高出9.4%。每五个等待就诊的病人中,就有一个新到的病人调整后离开的几率增加了16.9%。每5个已经看过但等待处置的病人中,就有1个新到的病人调整后离开的几率增加了9.6%。与CTAS 2(高视力)患者相比,CTAS 3患者的调整离校几率高67.1%,CTAS 4患者的调整离校几率高134%,CTAS 5患者(低视力)的调整离校几率高176%。结论:年龄小、男性、视敏度低、ED拥挤独立且显著增加了未被发现的离开率。重要的是,拥挤和等待的病人数量都会影响不被看到的行为。通过在急诊科内的策略性移动来优化病人流量可以增强对进展的感知,鼓励病人继续接受治疗。
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引用次数: 0
Association of Shock Index and Variants with Mortality in Acute Pulmonary Embolism. 急性肺栓塞患者休克指数及其变异与死亡率的关系。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-23 DOI: 10.5811/westjem.48698
Cameron P Upchurch, Kristen Sanfilippo, Daphne Lew, Maanasi Samant, Rachel McDonald

Introduction: Pulmonary embolism (PE) is common with potential for morbidity and mortality. Several PE risk-stratification tools exist; however, more granular and patient-specific indicators of potential decompensation or short-term mortality that can be easily obtained are needed for the bedside clinician to further sub-stratify risk and inform management decisions. We sought to determine the association of early emergency department (ED) measurement of the shock index (SI) and SI variants (modified SI, SI to peripheral oxygen saturation ratio, age-adjusted SI, respiratory-adjusted SI, and double product) and mortality among patients with acute PE.

Methods: This was an observational case-control study of adult patients who presented to the ED at a single health system (January 2021-April 2023) and had PE response team (PERT) activation for newly diagnosed acute PE. We evaluated the association of 30-day in-hospital mortality with the SI (heart rate/systolic blood pressure) and variants of the SI-modified SI = heart rate/mean arterial pressure; SI to peripheral oxygen saturation ratio = SI/peripheral oxygen saturation; age-adjusted SI = age x SI; respiratory-adjusted SI = SI x (respiratory rate/10); double product = systolic blood pressure x heart rate-in addition to the Simplified Pulmonary Embolism Severity Index (sPESI) and European Society of Cardiology (ESC) risk schema. We used the area under the receiver operating characteristic curve (AUC) to assess discriminatory efficiency of the SI and each variant with the primary outcome. Multivariable logistic regression measured the association between SI and variants with 30-day mortality.

Results: Of 121 patients included in the study, 12 (9.9%) died. The SI and variants were all significantly different between survivors and non-survivors (P < .05), while the sPESI was not different (P = .30). The age-adjusted SI had the highest discriminatory efficiency for mortality (AUC 0.82; 95% CI, 0.71-0.93), followed by the SI (AUC 0.78; 0.67-0.89), the SI/peripheral oxygen saturation (AUC 0.77; 0.65-0.90), double product (AUC 0.76; 0.61-0.91), modified SI (AUC 0.75; 0.61-0.90), ESC risk schema (AUC 0.71; 0.52-0.90), and the respiratory-adjusted SI (AUC 0.70; 0.54-0.87).

Conclusion: Among patients presenting to the ED who had a PERT activation for acute PE, the age-adjusted SI had the highest discriminatory efficiency for mortality, followed by the SI and its other variants. Further investigation regarding use of the age-adjusted SI for prognostication of acute PE and implications on PE management is warranted.

肺栓塞(PE)是一种常见的疾病,具有潜在的发病率和死亡率。存在几种PE风险分层工具;然而,床边临床医生需要更细致和患者特异性的潜在失代偿或短期死亡率指标,这些指标可以很容易地获得,以进一步对风险进行亚分层并为管理决策提供信息。我们试图确定急诊早期(ED)测量的休克指数(SI)和SI变异(改良SI、SI与外周氧饱和度比、年龄调整SI、呼吸调整SI和双产物)与急性PE患者死亡率的关系。方法:这是一项观察性病例对照研究,研究对象是在单一卫生系统(2021年1月至2023年4月)就诊的成年患者,这些患者因新诊断的急性PE而接受了PE反应小组(PERT)的激活。我们评估了30天住院死亡率与SI(心率/收缩压)和SI-修正SI =心率/平均动脉压的变异之间的关系;SI与外周氧饱和度比值= SI/外周氧饱和度;年龄调整SI =年龄x SI;呼吸调节SI = SI x(呼吸频率/10);双产品=收缩压x心率-除了简化肺栓塞严重程度指数(sPESI)和欧洲心脏病学会(ESC)风险模式。我们使用受试者工作特征曲线(AUC)下的面积来评估SI的鉴别效率和每个变体的主要结果。多变量逻辑回归测量SI和变异与30天死亡率之间的关系。结果:121例纳入研究的患者中,12例(9.9%)死亡。生存者与非生存者的SI和变异均有显著差异(P < 0.05),而sPESI无显著差异(P = 0.30)。年龄调整SI对死亡率的判别效率最高(AUC 0.82; 95% CI, 0.71 ~ 0.93),其次是SI (AUC 0.78; 0.67 ~ 0.89)、SI/外周氧饱和度(AUC 0.77; 0.65 ~ 0.90)、双积(AUC 0.76; 0.61 ~ 0.91)、修正SI (AUC 0.75; 0.61 ~ 0.90)、ESC风险模式(AUC 0.71; 0.52 ~ 0.90)和呼吸调节SI (AUC 0.70; 0.54 ~ 0.87)。结论:在因急性PE而出现PERT激活的ED患者中,年龄调整SI具有最高的死亡率判别效率,其次是SI及其其他变体。关于使用年龄调整的SI来预测急性PE及其对PE管理的影响的进一步研究是有必要的。
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引用次数: 0
Retrospective Comparison of Empiric Antivenom vs. Expectant Treatment for Eastern Coral Snakebites. 经验抗蛇毒血清与期待治疗治疗东部珊瑚蛇咬伤的回顾性比较。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-20 DOI: 10.5811/westjem.45709
Reeves Simmons, Chiemela Ubani, Gerard Garvan, Molly Stott, Dawn Sollee, Jay Schauben, Alexandra Derr, Colleen Cowdery, Lindsay Schaack Rothstein, Hayley Gartner, Ashton Federico, Sophia Sheikh

Introduction: The coral snake is the only native elapid in North America. Their venom contains potent neurotoxins. Historically, all confirmed/presumed bites were treated with antivenom whether or not symptoms were present. Production of antivenom ceased in 2003. The resultant national shortage prompted clinicians to investigate alternative treatment strategies such as a wait-and-see approach where antivenom is held until signs of systemic toxicity manifest. Now that production has resumed there is limited research available comparing these two treatment paradigms, empiric administration vs the wait-and-see approach. Our objective in this study was to compare outcomes of the two treatment paradigms to determine whether one is associated with better patient outcomes.

Methods: This was a retrospective analysis of coral snakebite cases reported to the Florida Poison Information Center Network from January 1, 1998-December 31, 2021. We collected demographic, clinical, and outcome variables. Patients were stratified into two groups, empiric antivenom administration vs the wait-and-see approach in patients who were asymptomatic in terms of systemic symptoms at the time of initial presentation to the emergency department. We used multivariable logistic regression models, controlling for whether the bite occurred during the North American Coral Snake Antivenin (NACSA) shortage period (yes/no), age, sex, and whether systemic effects developed (yes/no), to determine differences between study groups in the incidence of the main outcomes: intensive care unit (ICU) admission; intubation; and death, as well as ICU and hospital length of stay.

Results: We analyzed 301 cases: 171 (56.8%) empiric; and 130 (43.2%) wait-and-see. Patients in the empiric treatment group had approximately three times higher likelihood of ICU admission (empiric 121 [75.2%] and wait-and-see 71 [56.8%]), odds ratio [OR} 3.047, P = .05). There was no difference in the incidence of intubation (empiric 2 [1.2%] and wait-and-see 1 [<1%]), OR 2.486, P = .63) or in ICU length of stay (OR 0.485, P = .08). Of the patients treated with NACSA (191), adverse reactions to the antivenom occurred in 38 (19.9%) patients-35 patients in the empiric group and three in the wait-and-see group who later received antivenom. Of these 38 patients, eight (21.1%) experienced an anaphylactic reaction.

Conclusion: Empiric North American Coral Snake Antivenin administration was associated with higher ICU admissions and with a considerably higher risk of adverse reactions, which may serve to impose caution when treating empirically.

简介:珊瑚蛇是北美洲唯一一种土生土长的贝壳类动物。它们的毒液含有强效的神经毒素。从历史上看,无论是否出现症状,所有确诊/推定的咬伤都用抗蛇毒血清治疗。抗蛇毒血清的生产于2003年停止。由此导致的全国短缺促使临床医生研究替代治疗策略,如等待和观察方法,其中抗蛇毒血清被保留,直到出现全身毒性迹象。现在生产已经恢复,比较这两种治疗模式的研究有限,经验管理与观望方法。我们在这项研究中的目的是比较两种治疗模式的结果,以确定是否一种治疗模式与更好的患者结果相关。方法:回顾性分析1998年1月1日至2021年12月31日向佛罗里达毒物信息中心网络报告的珊瑚蛇咬伤病例。我们收集了人口学、临床和结果变量。患者被分为两组,经验性抗蛇毒血清给药和在急诊室首次就诊时无系统症状的患者等待观察方法。我们使用多变量logistic回归模型,控制咬伤是否发生在北美珊瑚蛇抗蛇毒血清(NACSA)短缺期(是/否)、年龄、性别和是否产生全身效应(是/否),以确定研究组之间主要结局发生率的差异:重症监护病房(ICU)入院;插管;以及ICU和住院时间。结果:我们分析了301例病例:171例(56.8%)是经验性的;还有130人(43.2%)在观望。经验治疗组患者进入ICU的可能性约为3倍(经验治疗组121例[75.2%],等待治疗组71例[56.8%]),优势比[OR} 3.047, P = 0.05)。插管发生率(经验2[1.2%]和观望发生率[结论:经验北美珊瑚蛇抗蛇毒血清给药与较高的ICU入院率和相当高的不良反应风险相关,这可能有助于在经验治疗时采取谨慎态度。]
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引用次数: 0
The One Big Beautiful Bill: A Looming Crisis for Health Equity and Emergency Medicine. 一大笔漂亮的法案:健康公平和急诊医学迫在眉睫的危机。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-20 DOI: 10.5811/westjem.52943
Melanie Yates, Peter Yun
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引用次数: 0
Respiratory Illness-related Emergency Visits Among Children, COVID-19 and Beyond: Observing a Return to Seasonal Patterns? 儿童与呼吸道疾病相关的急诊就诊、COVID-19及其他疾病:观察到季节性模式的回归?
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-20 DOI: 10.5811/westjem.46552
Mamata V Kene, Madeline J Somers, Dustin W Ballard, Dana R Sax, Mary E Reed, Tara L Greenhow

Introduction: The COVID-19 pandemic disrupted care-seeking and respiratory disease epidemiology across healthcare settings, notably for emergency department (ED) care. The scope of this disruption and whether patterns of ED visits have returned to predictable seasonal patterns is of interest in planning ED staffing and resource availability for future illness surges, pandemic or not. We evaluated ED visits for acute respiratory illness among children in a large, integrated healthcare delivery system to describe illness and patient characteristics in the years before, during, and after the pandemic peak.

Methods: We conducted a cross-sectional study of ED visits among patients 0-17 years of age to the 21 EDs of Kaiser Permanente Northern California, from January 1, 2018-December 31, 2019, pre-pandemic; January 1, 2020-December 31, 2021, pandemic; and January 1, 2022-March 31, 2024, post-vaccine (vaccines for children > 5 years of age approved and available). We electronically extracted eligible ED visits with acute respiratory infection diagnoses and a range of sociodemographic, medical comorbidity, and utilization characteristics.

Results: We observed 151,983 pediatric ED visits with eligible respiratory infection diagnoses, 49,912 (32.8%) visits pre-pandemic, 27,109 (17.8%) visits during the pandemic, and 74,962 (49.3%) visits post-vaccine. Eligible visits dropped every month from 6,361 in February 2020, just prior to the pandemic onset, to their lowest volume (243) in June 2020. In the post-vaccine period, visits peaked at 10,638 in November 2022, the highest of any month during the study period. Sex, race/ethnicity, and tobacco exposure were comparable over time, but the proportion of visits by patients with under-immunized diagnosis trended upward over time. Upper respiratory infection (30% pre-pandemic, 32% pandemic, and 33% post-vaccine periods), asthma (15% pre-pandemic, 12% pandemic, and 12% post-vaccine periods), and cough (9.9% pre-pandemic, 12% pandemic, and 12% post-vaccine periods), were the top three diagnoses across all periods.

Conclusion: In this cross-sectional study of acute respiratory illness-related ED visits in an integrated healthcare system, from 2022 onward seasonal variation in respiratory illness ED visits rebounded, with notable and unseasonal peaks in late 2022. COVID-19 appears to be a minor contributor to ED visits for pediatric respiratory illness. However, an increased overall and seasonal burden of ED visits has implications for surge planning and mitigation, with COVID-19 now being endemic and typical respiratory pathogens having resurfaced.

2019冠状病毒病大流行扰乱了医疗机构的求医和呼吸系统疾病流行病学,特别是在急诊科(ED)护理中。这种中断的范围以及急诊科就诊模式是否已恢复到可预测的季节性模式,对于规划急诊科人员配备和资源可用性,以应对未来的疾病激增(无论是否为大流行)具有重要意义。我们评估了一个大型综合医疗保健系统中儿童急性呼吸道疾病的急诊科就诊情况,以描述大流行高峰之前、期间和之后几年的疾病和患者特征。方法:我们对2018年1月1日至2019年12月31日大流行前,0-17岁患者到北加州凯撒医疗机构21家急诊科就诊的情况进行了横断面研究;2020年1月1日- 2021年12月31日,大流行;以及2022年1月1日至2024年3月31日,疫苗后(批准并可获得针对50岁以下儿童的疫苗)。我们以电子方式提取了符合条件的急诊科就诊,包括急性呼吸道感染诊断和一系列社会人口统计学、医学合并症和使用特征。结果:我们观察到151,983例儿科急诊科就诊符合呼吸道感染诊断,大流行前49,912例(32.8%)就诊,大流行期间27,109例(17.8%)就诊,接种疫苗后74,962例(49.3%)就诊。符合条件的就诊人数每月从2020年2月大流行爆发前的6361人次下降到2020年6月的最低数量(243人次)。在接种疫苗后的时期,2022年11月的访问量达到了10,638次的峰值,是研究期间所有月份中最高的。随着时间的推移,性别、种族/民族和烟草暴露具有可比性,但诊断为免疫不足的患者就诊比例呈上升趋势。上呼吸道感染(大流行前30%、大流行前32%和疫苗接种后33%)、哮喘(大流行前15%、大流行前12%和疫苗接种后12%)和咳嗽(大流行前9.9%、大流行前12%和疫苗接种后12%)是所有时期的前三大诊断。结论:在这项综合医疗保健系统中与急性呼吸系统疾病相关的急诊科就诊的横断面研究中,从2022年起,呼吸系统疾病急诊科就诊的季节性变化有所反弹,在2022年底出现了显著的非季节性高峰。COVID-19似乎是儿童呼吸系统疾病急诊室就诊的次要因素。然而,急诊科就诊的总体负担和季节性负担的增加对高峰规划和缓解产生了影响,因为COVID-19现在是地方性的,典型的呼吸道病原体已经重新出现。
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引用次数: 0
Emergency Department Visit-Severity Algorithm for Immediate Care Clinic Visits. 急诊科访问-紧急护理诊所访问的严重性算法。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-20 DOI: 10.5811/westjem.47360
Jacy E Neczypor, Talar W Markossian, Luther Walls, Michael Cirone, Beatrice D Probst
<p><strong>Background: </strong>Immediate care clinics (ICC) account for a significant portion of acute, low-severity visits that preclude the use of resources from an emergency department (ED). Given the chronic issue of ED crowding and its detrimental effects on quality of care and health system efficiency, understanding and optimizing the use of ICCs for non-emergent visits could significantly alleviate pressures faced by EDs and improve patient satisfaction, as well as control the overall cost of care. This study describes the application of the Billings/Ballard severity algorithm to ICC visits over a seven-year period and compares the findings to previously published ED literature.</p><p><strong>Methods: </strong>We obtained data from ICC visits within a large, academic health system. The analytical sample included 306,395 visits from 125,063 unique patients. We describe ICC patient characteristics and the Billings/Ballard severity classification. We used negative binomial regression analysis to evaluate the associations between patient characteristics and total visits to ICCs and primary care physician (PCP), and multivariate regression analysis to assess the relationship between ICC visit severity and patient characteristics, controlling for multiple visits per patient. The algorithm was also used to identify and classify the most common International Classification of Diseases, 9th and 10th modifications (ICD-9/10) diagnosis codes by severity.</p><p><strong>Results: </strong>In total, 9.17% of ICC visits were classified as emergent, 81.25% as non-emergent, 0.79% as indeterminate, and 8.79% as unclassified, compared to literature-reported ED distributions of 37.90% emergent, 45.08% non-emergent, 11.32% indeterminate, and 5.70% unclassified. The ICC visits included a greater proportion of non-emergent presentations. The ICD-9/10 diagnosis distribution revealed a distinct ICC environment compared with that of the ED. The most frequent diagnoses among emergent ICC visits included chest pain, asthma exacerbation, and shortness of breath, while non-emergent visits were predominantly for upper respiratory tract infections. Within one year at the same healthcare system, 47% of patients had repeat ICC visits and 41% had primary care follow-up.</p><p><strong>Conclusion: </strong>These results demonstrate that immediate care clinics deliver predominantly non-emergent care as intended (81% vs 45% in the ED), potentially reducing ED crowding and validating current clinician- and patient-initiated referral practices. High rates of repeat ICC visits (47%) and follow-up with primary care physicians (41%) within the same healthcare system suggest these facilities foster care continuity while providing accessible, non-emergent care alternatives. However, user disparities persist as self-pay and uninsured patients show lower overall ICC use, while uninsured and publicly insured individuals present with emergent conditions more frequently than privately insu
背景:紧急护理诊所(ICC)占了很大一部分的急性,低严重程度的访问,排除了使用的资源从急诊科(ED)。鉴于急诊科拥挤的长期问题及其对护理质量和卫生系统效率的不利影响,了解和优化非紧急就诊中icc的使用可以显著减轻急诊科面临的压力,提高患者满意度,并控制总体护理成本。本研究描述了Billings/Ballard严重性算法在7年期间ICC访问中的应用,并将研究结果与先前发表的ED文献进行了比较。方法:我们从大型学术卫生系统的ICC访问中获得数据。分析样本包括来自125,063名独特患者的306,395次就诊。我们描述了ICC患者的特征和Billings/Ballard严重程度分类。我们使用负二项回归分析来评估患者特征与ICC和初级保健医生(PCP)总就诊次数之间的关系,并使用多元回归分析来评估ICC就诊严重程度与患者特征之间的关系,控制每位患者的多次就诊次数。该算法还用于根据严重程度对最常见的《国际疾病分类》第9版和第10版(ICD-9/10)诊断代码进行识别和分类。结果:与文献报道的急诊分布37.90%、非急诊分布45.08%、不确定分布11.32%、未分类分布5.70%相比,急诊占9.17%、非急诊占81.25%、不确定分布0.79%、未分类占8.79%。国际商会的访问包括更大比例的非紧急情况介绍。与ED相比,ICD-9/10的诊断分布揭示了不同的ICC环境。紧急ICC就诊中最常见的诊断包括胸痛、哮喘加重和呼吸短促,而非紧急就诊主要是上呼吸道感染。在同一医疗保健系统的一年内,47%的患者进行了重复的ICC访问,41%的患者进行了初级保健随访。结论:这些结果表明,急诊诊所主要提供非急诊护理(81%对45%),潜在地减少了急诊拥挤,并验证了目前由临床医生和患者发起的转诊实践。在同一医疗保健系统内,ICC的高复诊率(47%)和初级保健医生的随访率(41%)表明,这些设施在提供可获得的非紧急护理替代方案的同时,促进了护理的连续性。然而,用户差异仍然存在,因为自费和未投保的患者显示出较低的总体ICC使用率,而未投保和公共保险的个人出现紧急情况的频率高于私人保险的患者。这些发现为求医教育和卫生服务提供了信息,同时强调需要改善不同保险类型的ICC可及性,以优化效率和患者结果。
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引用次数: 0
An Organized Approach to Using Large Language Models for Medical Information. 在医学信息中使用大型语言模型的有组织方法。
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-20 DOI: 10.5811/westjem.46577
Saman Andalib, Aidin Spina, Faris F Halaseh, Anagha B Thiagarajan, Rishi Vermani, Jason Liang, Warren F Wiechmann

Introduction: ChatGPT and other large language models (LLM) have increased in popularity. Despite the rapid rise in the implementation of such technologies, frameworks for implementing appropriate prompting techniques in medical applications are limited. In this paper we establish the nomenclature of "variable" and "clause" in the prompting of a LLM, while providing example interviews that outline the utility of such an approach in medical applications.

Methods: In this study assessing the LLM ChatGPT-4, we define terms used in prompting procedures including "input prompt," "variable," "demographic variable and clause," "independent variable and clause," "dependent variable and clause," "generative clause," and "output." This methodology was implemented with three sample patient cases from both a patient and physician perspective.

Results: As demonstrated in our three cases, precise combinations of variables and clauses that consider the patient's age, gender, weight, height, and education level can yield unique outputs. The software can do so quickly and in a personalized, patient-specific manner. Our findings demonstrate that LLMs can be used to generate comprehensive sets of educational material to augment current limitations, with the potential of improving healthcare outcomes as the use of LLM is further explored.

Conclusion: The framework we describe represents a unique attempt to standardize a methodology for medical inputs into a large language model. Doing so expands the potential for outlining patient-specific information that can be implemented in a query by either a patient or a physician. Most notably, future projects should consider the specialty- and presentation-specific input changes that may yield the best outputs for the desired goals.

简介:ChatGPT和其他大型语言模型(LLM)越来越受欢迎。尽管这些技术的实施迅速增加,但在医疗应用中实施适当提示技术的框架有限。在本文中,我们在法学硕士的提示下建立了“变量”和“子句”的命名法,同时提供了示例访谈,概述了这种方法在医学应用中的效用。方法:在这项评估LLM ChatGPT-4的研究中,我们定义了提示过程中使用的术语,包括“输入提示”、“变量”、“人口变量和子句”、“自变量和子句”、“因变量和子句”、“生成子句”和“输出”。该方法从患者和医生的角度实施了三个样本患者病例。结果:正如我们的三个案例所展示的那样,考虑到患者的年龄、性别、体重、身高和教育水平的变量和子句的精确组合可以产生独特的输出。该软件可以快速地、以个性化的、针对患者的方式做到这一点。我们的研究结果表明,法学硕士可以用来生成全面的教育材料集,以弥补当前的局限性,随着法学硕士的使用得到进一步探索,有可能改善医疗保健结果。结论:我们描述的框架代表了将医学输入方法标准化到大型语言模型的独特尝试。这样做扩大了概述特定于患者的信息的可能性,这些信息可以由患者或医生在查询中实现。最值得注意的是,未来的项目应该考虑特定于专业和演示的输入变化,这些变化可能会产生实现预期目标的最佳输出。
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引用次数: 0
External Validation of a Novel Lung Injury Prevention Score for the Emergency Department. 急诊部新型肺损伤预防评分的外部验证
IF 2 3区 医学 Q2 EMERGENCY MEDICINE Pub Date : 2025-12-19 DOI: 10.5811/westjem.41994
Michael S Char, Chuan-Chin Huang, Adit A Ginde, Peter C Hou

Introduction: Despite numerous randomized controlled trials, lung protective ventilation and prone positioning remain the only therapies shown to have a survival benefit in acute respiratory distress syndrome (ARDS). A National Heart, Lung, and Blood Institute workshop on the future of clinical research in ARDS suggested that identification of at-risk patients earlier in their clinical course would allow implementation of prevention strategies and facilitate study of these interventions. To this end, the Lung Injury Prevention Score (LIPS) was derived and validated to identify patients at risk of developing ARDS upon hospital admission, and the Emergency Department Lung Injury Prevention Score (EDLIPS) was subsequently derived and internally validated. For this study, we sought to externally validate EDLIPS.

Methods: We performed a validation study of EDLIPS, using data from a large, multicenter trial- the Vitamin D to Improve Outcomes by Leveraging Early Treatment (VIOLET) trial. After identifying patients who met VIOLET inclusion criteria while in the ED, variables comprising EDLIPS were extracted for each patient. We calculated area under the receiver operating characteristic curves (AUC) of EDLIPS for the VIOLET dataset.

Results: We identified a total of 1,270 patients. The mean age was 56, and 55% were male. The incidence of ARDS was 8.1%. EDLIPS discriminated patients who developed ARDS from those who did not with an AUC of 0.786 (95% CI, 0.740-0.832), nearly identical to its performance in the original study, which yielded an AUC of 0.784 (95% CI, 0.748-0.820).

Conclusion: We successfully validated a risk-prediction model for the identification of ED patients at risk for ARDS in a large cohort of critically ill patients. The development of ARDS prevention trials will involve collaboration with other clinical groups, such as emergency physicians, to enroll patients as early as possible in their clinical course. EDLIPS is the first tool of its kind to undergo external validation, and it can aid in the identification of ED patients at risk for the development of ARDS.

导论:尽管有大量的随机对照试验,肺保护性通气和俯卧位仍然是唯一显示对急性呼吸窘迫综合征(ARDS)有生存益处的治疗方法。国家心脏、肺和血液研究所关于ARDS临床研究未来的研讨会建议,在临床过程中早期识别高危患者将有助于实施预防策略并促进这些干预措施的研究。为此,导出并验证了肺损伤预防评分(LIPS),以识别入院时发生ARDS风险的患者,随后导出并内部验证了急诊科肺损伤预防评分(EDLIPS)。在这项研究中,我们寻求外部验证EDLIPS。方法:我们对EDLIPS进行了一项验证性研究,使用了一项大型多中心试验-维生素D通过早期治疗改善预后(VIOLET)试验的数据。在确定ED中符合VIOLET纳入标准的患者后,为每位患者提取包含EDLIPS的变量。我们计算了VIOLET数据集的EDLIPS接收机工作特征曲线(AUC)下的面积。结果:我们共确定了1270例患者。平均年龄为56岁,55%为男性。ARDS的发生率为8.1%。EDLIPS区分ARDS患者与非ARDS患者的AUC为0.786 (95% CI, 0.740-0.832),与原始研究中的AUC几乎相同,原始研究的AUC为0.784 (95% CI, 0.748-0.820)。结论:我们成功验证了一种风险预测模型,该模型可用于在大量危重患者中识别有ARDS风险的ED患者。ARDS预防试验的开展将涉及与其他临床小组(如急诊医生)的合作,以便尽早将患者纳入其临床过程。EDLIPS是同类中第一个经过外部验证的工具,它可以帮助识别有发展为ARDS风险的ED患者。
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引用次数: 0
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Western Journal of Emergency Medicine
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