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Digital Otoscopy in the Pediatric Emergency Department: Can It Limit Repeat Ear Exams? 数字耳镜在儿科急诊科:它能限制重复耳检查吗?
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-17 DOI: 10.1097/PEC.0000000000003575
Caitlin Keane-Bisconti, Leor Akabas, James A Meltzer, Haamid Chamdawala

Background/objectives: Otoscopy is a fundamental yet challenging skill for pediatric trainees. Otoscopy can be uncomfortable for children, particularly if repeat examinations are required. Digital otoscopy (DO) allows clinicians to record and review otoscopic images. This study evaluated whether trainees' use of DO could reduce repeat examinations by supervisors, and its perceived educational value to trainees.

Methods: We conducted a prospective observational study in a pediatric emergency department in New York City. Pediatric, emergency medicine, and pediatric nurse practitioner trainees used DO to record ear exams in children presenting with fever, upper respiratory symptoms, or otalgia. Trainees presented all cases to a pediatric emergency medicine attendings or fellows who served as supervisors. Trainees completed pre- and postrotation surveys assessing confidence in otoscopy, ability to diagnose acute otitis media (AOM), and satisfaction with otoscopy education. The primary outcome was "first examine success" defined as the supervisor not needing to repeat the examination of the patient's tympanic membranes (TM). Logistic regression was used to identify factors associated with first-exam success. Ratings of DO's value as a diagnostic and teaching tool were also collected.

Results: Sixty-seven trainees and 368 patients were included. In 276 (75%) encounters, no repeat exam by the supervisor was needed. First-exam success was independently associated with age ≥2 years, higher training level, and >50% TM visualization. Trainee confidence in performing otoscopy, diagnosing AOM, and educational satisfaction increased significantly postrotation. Of all trainees, 66 (97%) and 57 (85%) agreed that DO was a superior teaching and diagnostic tool, respectively.

Conclusion: DO eliminated the need for repeated exams in the majority of patients. Trainees considered it a superior teaching and diagnostic tool compared with conventional otoscopy.

背景/目的:耳镜检查是儿科培训生的一项基本但具有挑战性的技能。耳镜检查对儿童来说可能不舒服,特别是如果需要重复检查。数字耳镜检查(DO)允许临床医生记录和审查耳镜图像。本研究评估受训者使用DO是否可以减少主管的重复考试,以及它对受训者的感知教育价值。方法:我们在纽约市的儿科急诊科进行了一项前瞻性观察研究。儿科、急诊医学和儿科执业护士培训生使用DO记录出现发热、上呼吸道症状或耳痛的儿童的耳部检查。受训者将所有病例提交给儿科急诊主治医师或担任主管的研究员。受训人员完成轮转前后的调查,评估他们对耳镜检查的信心、诊断急性中耳炎(AOM)的能力以及对耳镜检查教育的满意度。主要结果是“首次检查成功”,即督导人员无需重复检查患者的鼓膜(TM)。使用逻辑回归来确定与首次考试成功相关的因素。还收集了DO作为诊断和教学工具的价值评级。结果:纳入67名学员,368名患者。在276次(75%)接触中,不需要由主管进行重复检查。首次考试的成功与年龄≥2岁、较高的训练水平和50%以上的TM可视化独立相关。轮转后,受训者对耳镜检查、AOM诊断和教育满意度的信心显著增加。在所有受训者中,分别有66人(97%)和57人(85%)同意DO是一种优越的教学和诊断工具。结论:DO消除了大多数患者重复检查的需要。学员认为与传统耳镜相比,它是一种更好的教学和诊断工具。
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引用次数: 0
Diagnostic Value of the Systemic Immune-Inflammation Index in Differentiating Acute Appendicitis From Familial Mediterranean Fever in Children. 全身性免疫炎症指数在小儿急性阑尾炎与家族性地中海热鉴别中的诊断价值。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-13 DOI: 10.1097/PEC.0000000000003582
Ceyhan Şahin, Eray Tunce, Cengiz Gül, Neslihan Gülçin, Semih Lütfi Mirapoğlu, Mehmet Arpacik, Taha Tekin, Betül Sözeri, Aytekin Kaymakci

Objectives: Acute appendicitis and Familial Mediterranean Fever attacks are among the leading causes of acute abdominal pain in children and often present with overlapping clinical features. This study aimed to evaluate the diagnostic utility of the systemic immune-inflammation index in differentiating acute appendicitis from Familial Mediterranean Fever attacks and to assess whether combining this index with other hematological parameters improves diagnostic discrimination.

Methods: A retrospective diagnostic accuracy study was conducted at a tertiary pediatric surgery center between January 2019 and December 2024. Pediatric patients aged 1 to 18 years with histopathologically confirmed acute appendicitis or clinically defined Familial Mediterranean Fever attacks were included. Demographic characteristics and complete blood count parameters were recorded. The systemic immune-inflammation index was calculated using neutrophil, platelet, and lymphocyte counts. The neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio were also calculated. Group comparisons were performed using nonparametric tests. Diagnostic performance was evaluated using receiver operating characteristic curve analysis, including a combined hematological model.

Results: A total of 90 patients were included, comprising 44 with acute appendicitis and 46 with Familial Mediterranean Fever attacks. Age and sex distributions were comparable between groups. Median systemic immune-inflammation index values were significantly higher in patients with acute appendicitis than in those with Familial Mediterranean Fever attacks. The neutrophil-to-lymphocyte ratio was also significantly higher in the acute appendicitis group, whereas the platelet-to-lymphocyte ratio did not differ significantly between groups. The combined hematological model demonstrated improved discriminative performance compared with the systemic immune-inflammation index alone.

Conclusions: The systemic immune-inflammation index is significantly elevated in pediatric patients with acute appendicitis compared with those experiencing Familial Mediterranean Fever attacks and shows good diagnostic performance in this differential setting. The combined use of hematological indices may further enhance diagnostic discrimination and serve as a supportive tool in the evaluation of children presenting with acute abdominal pain.

目的:急性阑尾炎和家族性地中海热发作是儿童急性腹痛的主要原因之一,通常表现为重叠的临床特征。本研究旨在评估全身免疫炎症指数在鉴别急性阑尾炎和家族性地中海热发作中的诊断效用,并评估将该指数与其他血清学参数结合是否能提高诊断辨别率。方法:于2019年1月至2024年12月在某三级儿科外科中心进行回顾性诊断准确性研究。年龄在1至18岁之间,经组织病理学证实的急性阑尾炎或临床定义的家族性地中海热发作的儿童患者被纳入研究对象。记录人口统计学特征和全血细胞计数参数。利用中性粒细胞、血小板和淋巴细胞计数计算全身免疫炎症指数。同时计算中性粒细胞与淋巴细胞的比值和血小板与淋巴细胞的比值。采用非参数检验进行组间比较。诊断性能评估采用受试者工作特征曲线分析,包括联合血液学模型。结果:共纳入90例患者,其中急性阑尾炎44例,家族性地中海热46例。各组之间的年龄和性别分布具有可比性。急性阑尾炎患者的中位全身免疫炎症指数明显高于家族性地中海热发作患者。急性阑尾炎组的中性粒细胞与淋巴细胞比率也显著升高,而各组之间的血小板与淋巴细胞比率无显著差异。与单独的全身免疫炎症指数相比,联合血液学模型显示出更好的鉴别性能。结论:与家族性地中海热发作的儿童相比,小儿急性阑尾炎患者的全身免疫炎症指数显著升高,在这种鉴别环境中表现出良好的诊断性能。血液学指标的联合使用可以进一步提高诊断的辨别性,并可作为评估急性腹痛患儿的辅助工具。
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引用次数: 0
Impalement Injuries in Children: Patterns, Management, and Outcomes From a 10-Year Single-Center Review. 儿童刺穿损伤:模式、管理和10年单中心回顾的结果。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-12 DOI: 10.1097/PEC.0000000000003579
Vaibhav Pandey, Preeti Tiwari, Bhanumurthy Kaushik Marripati, Vivek Srivastava, Manish Khobragade, Amit Nandan Dhar Dwivedi, Chethan Kanthu Gangolli

Background: Impalement injuries in children, though rare, pose unique diagnostic and surgical challenges due to unpredictable trajectories and frequent involvement of multiple organ systems. Literature is limited to isolated reports and small series, with few comprehensive analyses from pediatric populations.

Methods: We conducted a retrospective review of pediatric impalement injuries managed at a tertiary children's hospital over 10 years (July 2015-June 2025). These patients were first encountered by the general surgery and critical care team in the trauma center initially and were subsequently referred to Pediatric Surgery and respective specialities. Patients 12 years or below with impaled objects in situ or requiring operative exploration were included; minor punctures not requiring surgery were excluded. Data regarding demographics, mechanisms, injury sites, operative management, complications, and outcomes were analyzed descriptively.

Results: Twenty-one children (median age: 7 y; range 4 to 12; 13 males, 8 females) were managed. Mechanism was accidental in all, most commonly falls onto fixed objects (81%). Injury distribution was oral cavity (7, 33.3%), abdomen (5, 23.8%), thorax/thoracoabdominal (4, 19.0%), perineum (4, 19.0%), and neck (1, 4.8%). Eleven children required major operative intervention (6 laparotomies, 4 thoracotomies, 1 tracheostomy); the remainder underwent wound repair or examination under anesthesia. Gastrointestinal involvement occurred in 9 patients, with 5 requiring fecal diversion. Blood transfusions were needed in 52%, and massive transfusions in 3 cases. Complications were observed in 8 patients (38.1%), including intra-abdominal/pelvic abscess, salivary leak, atelectasis, wound infection, and urethral stricture. Three patients (14.3%) died, all with major thoracic or abdominal injuries. Among 18 survivors, follow-up (median 12 mo) demonstrated complete functional recovery, including continence after stoma reversal and preserved urinary/gynecologic function in pelvic injuries.

Conclusions: Pediatric impalement injuries, though infrequent, demand meticulous multidisciplinary management. Outcomes are favorable with adherence to trauma principles, delayed removal of impaled objects until surgical control, and judicious fecal diversion in anorectal or contaminated injuries. Mortality is concentrated in thoracic and complex abdominal impalements, underscoring the need for early resuscitation, controlled extraction, and prompt surgical expertise.

背景:儿童刺穿损伤虽然罕见,但由于难以预测的轨迹和频繁累及多器官系统,给诊断和手术带来了独特的挑战。文献仅限于孤立的报告和小系列,很少有来自儿科人群的综合分析。方法:我们对某三级儿童医院10年来(2015年7月- 2025年6月)的儿童穿刺损伤进行回顾性分析。这些患者最初是由创伤中心的普通外科和重症监护小组遇到的,随后被转介到儿科外科和各自的专科。包括12岁或以下原位穿刺或需要手术探查的患者;不需要手术的小穿刺排除在外。对人口统计学、机制、损伤部位、手术处理、并发症和结局等数据进行描述性分析。结果:共治疗21例儿童(中位年龄7岁,4 ~ 12岁,男13例,女8例)。所有的机构都是偶然的,最常见的是落在固定物体上(81%)。损伤分布为口腔(7例,33.3%)、腹部(5例,23.8%)、胸/胸腹(4例,19.0%)、会阴(4例,19.0%)、颈部(1例,4.8%)。11例患儿需要大手术干预(开腹6例,开胸4例,气管切开术1例);其余患者在麻醉下进行伤口修复或检查。9例患者发生胃肠道受累,5例需要转移粪便。52%需要输血,3例需要大量输血。并发症8例(38.1%),包括腹腔/盆腔脓肿、唾液漏、肺不张、伤口感染、尿道狭窄。3例(14.3%)患者死亡,均因胸部或腹部严重损伤。在18名幸存者中,随访(中位12个月)显示功能完全恢复,包括造口逆转后的尿失禁和盆腔损伤后的泌尿/妇科功能保留。结论:小儿穿刺损伤虽不常见,但需要细致的多学科治疗。坚持创伤原则,延迟去除刺穿物体直到手术控制,并在肛肠或污染损伤中明智地转移粪便,结果是有利的。死亡率主要集中在胸部和复杂的腹部穿刺,强调需要早期复苏,有控制的取出,并及时的外科专业知识。
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引用次数: 0
Impact of Virtual Reality Technology on Pediatric Patients During Venous Access in the Emergency Department: A Meta-Analysis. 虚拟现实技术对急诊科儿科患者静脉通道的影响:一项荟萃分析。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-11 DOI: 10.1097/PEC.0000000000003578
Ling Lin, Cui Zhu, Lili Liu

Objective: To systematically evaluate the impact of virtual reality (VR) technology on pediatric patients during venous access in the emergency departments (EDs).

Methods: Randomized controlled trials (RCTs) investigating the effects of VR technology on pediatric patients during venous access in the EDs were retrieved from databases including CNKI, Wanfang, VIP, CBM, PubMed, Cochrane Library, Embase, and Web of Science, with the search period spanning from inception to July 2025. Data analysis was performed using RevMan 5.2 software.

Results: A total of 8 RCTs involving 629 pediatric patients in the EDs were included. The analysis revealed that the VR technology group showed significantly better outcomes in pain scores compared with the control group (SMD=-0.73, 95% CI=-1.42 to -0.04, P =0.04). However, no significant differences were observed between the 2 groups in fear scores ( SMD =-0.94, 95% CI=-2.13 to 0.26, P =0.12) or first-attempt success rate (OR=1.01, 95% CI=0.60-1.72, P =0.96).

Conclusion: VR technology may help alleviate pain in pediatric patients during venous access in the EDs, but no significant improvements were found in reducing fear or increasing the first-attempt success rate.

目的:系统评价虚拟现实(VR)技术对儿科患者急诊静脉通道的影响。方法:从CNKI、万方、VIP、CBM、PubMed、Cochrane Library、Embase、Web of Science等数据库中检索VR技术对儿科患者急诊静脉通路影响的随机对照试验(RCTs),检索时间自成立至2025年7月。数据分析采用RevMan 5.2软件。结果:共纳入8项随机对照试验,涉及629例急诊科儿科患者。分析显示,与对照组相比,VR技术组在疼痛评分方面的结果明显更好(SMD=-0.73, 95% CI=-1.42 ~ -0.04, P=0.04)。然而,两组在恐惧评分(SMD=-0.94, 95% CI=-2.13 ~ 0.26, P=0.12)和首次尝试成功率(or =1.01, 95% CI=0.60 ~ 1.72, P=0.96)方面无显著差异。结论:VR技术可能有助于减轻儿科患者在急诊科静脉插管时的疼痛,但在减少恐惧或提高首次尝试成功率方面没有显著改善。
{"title":"Impact of Virtual Reality Technology on Pediatric Patients During Venous Access in the Emergency Department: A Meta-Analysis.","authors":"Ling Lin, Cui Zhu, Lili Liu","doi":"10.1097/PEC.0000000000003578","DOIUrl":"10.1097/PEC.0000000000003578","url":null,"abstract":"<p><strong>Objective: </strong>To systematically evaluate the impact of virtual reality (VR) technology on pediatric patients during venous access in the emergency departments (EDs).</p><p><strong>Methods: </strong>Randomized controlled trials (RCTs) investigating the effects of VR technology on pediatric patients during venous access in the EDs were retrieved from databases including CNKI, Wanfang, VIP, CBM, PubMed, Cochrane Library, Embase, and Web of Science, with the search period spanning from inception to July 2025. Data analysis was performed using RevMan 5.2 software.</p><p><strong>Results: </strong>A total of 8 RCTs involving 629 pediatric patients in the EDs were included. The analysis revealed that the VR technology group showed significantly better outcomes in pain scores compared with the control group (SMD=-0.73, 95% CI=-1.42 to -0.04, P =0.04). However, no significant differences were observed between the 2 groups in fear scores ( SMD =-0.94, 95% CI=-2.13 to 0.26, P =0.12) or first-attempt success rate (OR=1.01, 95% CI=0.60-1.72, P =0.96).</p><p><strong>Conclusion: </strong>VR technology may help alleviate pain in pediatric patients during venous access in the EDs, but no significant improvements were found in reducing fear or increasing the first-attempt success rate.</p>","PeriodicalId":19996,"journal":{"name":"Pediatric emergency care","volume":" ","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146150219","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
Predictive Value of ROX and ROX-HR for Care Escalation in Infants With Bronchiolitis Initiated on High-Flow Nasal Cannula. ROX和ROX- hr对高流量鼻插管引发的毛细支气管炎患儿护理升级的预测价值。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-10 DOI: 10.1097/PEC.0000000000003570
Nirupama Kannikeswaran, Doug Lorenz, Lauren K Hintz, Christopher Miller, Matthew J Lipshaw, Joseph J Zorc, Todd A Florin

Objective: Current scoring tools are suboptimal to predict care escalation in infants with bronchiolitis. Single-center studies suggest that respiratory oxygenation index (ROX) and ROX-heart rate (ROX-HR) may have predictive value. We evaluated the ability of these measures to predict care escalation in a multicenter cohort of infants with bronchiolitis initiated on high-flow nasal cannula (HFNC).

Methods: We performed a secondary analysis of a retrospective multicenter cohort study of infants with bronchiolitis initiated on HFNC at 3 pediatric emergency departments (EDs) between February 1, 2018 and March 1, 2020. ROX [(SpO2/FiO2)/RR] and ROX-HR (ROX/HR × 100) were calculated at triage and pre-HFNC initiation. We defined care escalation as the need for positive pressure ventilation or ICU care.

Results: Of 738 infants, 73 (9.9%) required care escalation. These infants had higher maximum heart and respiratory rate, greater proportion were hypoxemic and required higher HFNC support. While there were no significant differences in mean initial ROX [9.4 (3.1) vs 9.4 (3.0); P = 0.81], pre-HFNC ROX [9.4 (3.0) vs 9.0 (2.9); P = 0.24] and initial ROX-HR [6.4 (2.7) vs 6.4 (2.5); P = 0.94], there was a small difference in pre-HFNC ROX-HR (5.7±2.0 vs 5.4±2.0; P = 0.048) between those who did and did not require care escalation. AUROCs for initial and pre-HFNC ROX were 0.51 (95% CI, 0.43-0.58) and 0.54 (95% CI, 0.47-0.61), and initial and pre-HFNC ROX-HR were 0.50 (95% CI, 0.43-0.58) and 0.57 (95% CI, 0.49-0.64), respectively.

Conclusion: ROX and ROX-HR showed poor ability to predict care escalation in infants with bronchiolitis initiated on HFNC.

目的:目前的评分工具在预测毛细支气管炎婴儿护理升级方面还不够理想。单中心研究提示呼吸氧合指数(ROX)和ROX-心率(ROX- hr)可能具有预测价值。我们评估了这些指标在高流量鼻插管(HFNC)开始的毛细支气管炎婴儿多中心队列中预测护理升级的能力。方法:我们对2018年2月1日至2020年3月1日在3个儿科急诊科(EDs)进行的一项回顾性多中心队列研究进行了二次分析。在分诊和hfnc开始前计算ROX [(SpO2/FiO2)/RR]和ROX-HR (ROX/HR × 100)。我们将护理升级定义为需要正压通气或ICU护理。结果:738名婴儿中,73名(9.9%)需要护理升级。这些婴儿的最大心率和呼吸频率更高,低氧血症的比例更高,需要更高的HFNC支持。虽然平均初始ROX无显著差异[9.4 (3.1)vs 9.4 (3.0);P = 0.81], hfnc前ROX [9.4 (3.0) vs 9.0 (2.9);P = 0.24]和初始ROX-HR [6.4 (2.7) vs 6.4 (2.5);P = 0.94],需要和不需要护理升级的患者在hfnc前ROX-HR有微小差异(5.7±2.0 vs 5.4±2.0;P = 0.048)。初始ROX和前期ROX的auroc分别为0.51 (95% CI, 0.43-0.58)和0.54 (95% CI, 0.47-0.61),初始ROX- hr分别为0.50 (95% CI, 0.43-0.58)和0.57 (95% CI, 0.49-0.64)。结论:ROX和ROX- hr对HFNC引发的毛细支气管炎患儿护理升级的预测能力较差。
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引用次数: 0
Optic Nerve Sheath Diameter in Pediatric Populations: Establishing Reference Intervals and Anthropometric Correlations. 儿童视神经鞘直径:建立参考区间和人体测量相关性。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-09 DOI: 10.1097/PEC.0000000000003573
Mine Erkan, Özlem Tolu Kendir, Ramazan Gürlü, Nilgün Erkek

Objectives: Ultrasonographic measurement of optic nerve sheath diameter (ONSD) is emerging as a noninvasive method for assessing intracranial pressure (ICP) in children. However, its practical application is limited by the lack of adequate age-specific normative data for healthy children. This study aimed to establish age-specific reference ranges for ONSD in healthy children aged 4 to 18 years and assess how anthropometric factors such as body mass index (BMI), height, and weight affect ONSD measurements.

Methods: This cross-sectional study included 150 healthy children aged 4 to 18 years, with no suspicion of increased ICP or chronic illness. ONSD was measured bilaterally using standardized transorbital ultrasonography. Anthropometric z-scores were calculated and correlations and percentile-based reference intervals were determined.

Results: The mean ONSD was 3.67±0.50 mm, with higher values in the 11 to 18 years group compared with the 4 to 10 years group (3.80±0.45 mm vs. 3.51±0.51 mm, P<0.001). ONSD positively correlated with age, height, weight, and BMI in the overall sample. Subgroup analyses revealed that BMI was significantly associated with ONSD only in the 11 to 18 years group. The age-specific 97th percentile upper limits were 4.33 mm (4 to 10 y) and 4.40 mm (11 to 18 y).

Conclusions: This study provides age-specific normative reference intervals for ONSD in healthy children and shows the impact of BMI on ONSD measurements in adolescents. These findings enhance the clinical interpretation of ONSD in pediatric settings and support its integration into noninvasive ICP assessment protocols. Further multicenter studies are required to validate the reference values.

目的:超声测量视神经鞘直径(ONSD)正在成为评估儿童颅内压(ICP)的一种无创方法。然而,由于缺乏针对健康儿童的适足年龄的规范数据,其实际应用受到限制。本研究旨在建立4至18岁健康儿童ONSD的年龄特异性参考范围,并评估人体测量因素(如体重指数(BMI)、身高和体重)如何影响ONSD测量。方法:本横断面研究纳入了150名年龄在4至18岁之间的健康儿童,没有怀疑ICP增加或慢性疾病。双侧ONSD采用标准化经眶超声检查。计算人体测量z分数,确定相关性和基于百分位数的参考区间。结果:平均ONSD为3.67±0.50 mm, 11 - 18岁组高于4 - 10岁组(3.80±0.45 mm vs. 3.51±0.51 mm)。结论:本研究为健康儿童ONSD提供了年龄特异性的规范参考区间,并显示了BMI对青少年ONSD测量的影响。这些发现加强了小儿环境中ONSD的临床解释,并支持将其纳入无创ICP评估方案。需要进一步的多中心研究来验证参考值。
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引用次数: 0
Use of Machine Learning to Predict Hospital Admission for EMS-Treated Infants After a Suspected BRUE. 使用机器学习预测疑似瘀伤后接受ems治疗的婴儿入院情况。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-09 DOI: 10.1097/PEC.0000000000003572
Jake Toy, Ilene Claudius, Marianne Gausche-Hill, Phung Pham, Todd P Chang, Mohsen Saidinejad

Objectives: This study explored the use of different applied machine learning (ML) classification algorithms to predict hospital admission for infants treated by emergency medical services (EMS) after a suspected brief resolved unexplained event (BRUE).

Methods: Data from a large regionalized pediatric care system were obtained for infants in which paramedic suspected a BRUE and who were transported between July 2017 and February 2021. After data pre-processing, a random 80%/20% split for training and testing was performed. First, a random forest ML classification model was used to identify and select the most important variables influencing the prediction of hospital admission. Then, multiple ML-based models and a statistical model were trained with this subset of variables and evaluated the performance of each to predict hospital admission. Model performance characteristics including the area under the receiver operator curve (AUROC) were reported.

Results: A total of 508 infants were included; 300 (59%) were admitted and 76 (15%) required critical care. The most important variables in predicting hospital admission were age, history of bystander interventions (ie, cardiopulmonary resuscitation and back blows), presence of past medical history, and a normal appearing examination. In the prediction of hospital admission, the support vector machine model achieved the highest AUROC of 0.85, with a sensitivity of 0.88 (95% CI: 0.80-0.96) and specificity of 0.71 (95% CI: 0.57-0.85). The predictive performance of the extreme gradient boosting, RF, and logistic regression models were similar (AUROC: 0.83 to 0.84).

Conclusions: The applied ML models demonstrated good predictive performance for hospital admission for EMS-treated infants with a paramedic suspected BRUE. ML and statistical models had similar predictive performance.

目的:本研究探讨了使用不同的应用机器学习(ML)分类算法来预测在疑似短暂解决不明原因事件(BRUE)后接受紧急医疗服务(EMS)治疗的婴儿的住院情况。方法:从一个大型区域化儿科护理系统中获取2017年7月至2021年2月期间被护理人员怀疑患有BRUE的婴儿的数据。数据预处理后,随机分割80%/20%进行训练和测试。首先,使用随机森林ML分类模型来识别和选择影响住院预测的最重要变量。然后,使用该变量子集训练多个基于ml的模型和一个统计模型,并评估每个模型的性能以预测住院情况。报告了模型性能特征,包括接收算子曲线下面积(AUROC)。结果:共纳入508例婴儿;300例(59%)住院,76例(15%)需要重症监护。预测入院最重要的变量是年龄、旁观者干预史(即心肺复苏和背部打击)、既往病史和外观检查正常。在住院预测中,支持向量机模型的AUROC最高,为0.85,灵敏度为0.88 (95% CI: 0.80-0.96),特异性为0.71 (95% CI: 0.57-0.85)。极端梯度增强、RF和逻辑回归模型的预测性能相似(AUROC: 0.83至0.84)。结论:应用的ML模型对急诊治疗的疑似BRUE的婴儿住院表现出良好的预测性能。ML和统计模型具有相似的预测性能。
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引用次数: 0
External Validation of Diagnosis Codes to Identify Pediatric Mental Health Emergency Department Visits for Aggression. 诊断代码的外部验证,以确定儿童精神卫生急诊科就诊的攻击。
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-09 DOI: 10.1097/PEC.0000000000003564
Julia H Wnorowska, Alexis Harmon, Doug Lorenz, Jennifer A Hoffmann

Objective: To externally validate a set of 9 ICD-10-CM billing diagnosis codes to identify pediatric ED encounters with agitation and aggression by determining their sensitivity and specificity compared with electronic health record (EHR) review.

Methods: We performed a retrospective cross-sectional single-test diagnostic accuracy study of mental health encounters in the pediatric ED of an academic urban children's hospital, utilizing EHR data for mental health encounters by children 6 to 18 years old from April 12, 2023, to December 30, 2023. The index test was the presence of any of 9 aggression-related diagnosis codes as utilized by Peleggi et al The reference test consisted of a structured EHR review to confirm that agitation/aggression was a reason for the visit. Sensitivity, specificity, positive predictive value and negative predictive value were calculated with 95% CIs.

Results: We identified 855 pediatric mental health encounters (63%, 13 to 18 y old, 59% female). The diagnosis code set identified agitation/aggression in 62 encounters (7%), compared with 118 encounters (14%) confirmed to have agitation/aggression based on clinician notes. The 9 diagnosis codes yielded a sensitivity of 40% (95% CI: 31%, 49%) and specificity of 98% (95% CI: 97%, 99%) compared with EHR review, with a positive predictive value of 76% (63%, 85%) and a negative predictive value of 91% (89%, 93%).

Conclusions: Upon external validation, a set of 9 billing diagnosis codes had poor sensitivity and excellent specificity for the identification of pediatric ED visits with agitation/aggression. Novel methods such as natural language processing may be needed to accurately identify pediatric ED visits with aggression/agitation.

目的:通过与电子健康记录(EHR)检查比较,对一组9个ICD-10-CM计费诊断代码的敏感性和特异性进行外部验证,以识别儿科急诊科的躁动和攻击。方法:我们对一家学术性城市儿童医院儿科急诊科的心理健康就诊进行了回顾性横断面单检验诊断准确性研究,使用了2023年4月12日至2023年12月30日期间6至18岁儿童心理健康就诊的电子病历数据。指标测试是Peleggi等人使用的9种攻击相关诊断代码中的任何一种的存在。参考测试包括结构化的电子病历回顾,以确认躁动/攻击是就诊的原因。敏感性、特异性、阳性预测值和阴性预测值以95% ci计算。结果:我们确定了855例儿科心理健康就诊(63%,13至18岁,59%为女性)。诊断代码集在62次会面(7%)中确定了躁动/攻击,而根据临床医生的记录,有118次会面(14%)确认有躁动/攻击。与电子病历检查相比,9种诊断代码的敏感性为40% (95% CI: 31%, 49%),特异性为98% (95% CI: 97%, 99%),阳性预测值为76%(63%,85%),阴性预测值为91%(89%,93%)。结论:经外部验证,9组计费诊断码对儿童急诊科躁动/攻击就诊的敏感性较差,特异性较好。可能需要新的方法,如自然语言处理,以准确地识别儿科急诊科就诊与攻击/躁动。
{"title":"External Validation of Diagnosis Codes to Identify Pediatric Mental Health Emergency Department Visits for Aggression.","authors":"Julia H Wnorowska, Alexis Harmon, Doug Lorenz, Jennifer A Hoffmann","doi":"10.1097/PEC.0000000000003564","DOIUrl":"10.1097/PEC.0000000000003564","url":null,"abstract":"<p><strong>Objective: </strong>To externally validate a set of 9 ICD-10-CM billing diagnosis codes to identify pediatric ED encounters with agitation and aggression by determining their sensitivity and specificity compared with electronic health record (EHR) review.</p><p><strong>Methods: </strong>We performed a retrospective cross-sectional single-test diagnostic accuracy study of mental health encounters in the pediatric ED of an academic urban children's hospital, utilizing EHR data for mental health encounters by children 6 to 18 years old from April 12, 2023, to December 30, 2023. The index test was the presence of any of 9 aggression-related diagnosis codes as utilized by Peleggi et al The reference test consisted of a structured EHR review to confirm that agitation/aggression was a reason for the visit. Sensitivity, specificity, positive predictive value and negative predictive value were calculated with 95% CIs.</p><p><strong>Results: </strong>We identified 855 pediatric mental health encounters (63%, 13 to 18 y old, 59% female). The diagnosis code set identified agitation/aggression in 62 encounters (7%), compared with 118 encounters (14%) confirmed to have agitation/aggression based on clinician notes. The 9 diagnosis codes yielded a sensitivity of 40% (95% CI: 31%, 49%) and specificity of 98% (95% CI: 97%, 99%) compared with EHR review, with a positive predictive value of 76% (63%, 85%) and a negative predictive value of 91% (89%, 93%).</p><p><strong>Conclusions: </strong>Upon external validation, a set of 9 billing diagnosis codes had poor sensitivity and excellent specificity for the identification of pediatric ED visits with agitation/aggression. Novel methods such as natural language processing may be needed to accurately identify pediatric ED visits with aggression/agitation.</p>","PeriodicalId":19996,"journal":{"name":"Pediatric emergency care","volume":" ","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12888791/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146143219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Risk Factors for Invasive Infection in Febrile Oncology Patients Related to Cancer Type. 肿瘤病热患者侵袭性感染与肿瘤类型相关的危险因素
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-09 DOI: 10.1097/PEC.0000000000003571
Borja Gomez, Oriol Quintana, Mirian Moreno, Ricardo López-Almaraz, Fernando Almarza, Santiago Mintegi

Objective: To identify clinical and laboratory risk factors for invasive infection in febrile oncology patients seen in the Pediatric Emergency Department, depending on the type of cancer.

Methods: We conducted a prospective observational study of febrile oncology patients seen between 2016 and 2023 at the Pediatric Emergency Department of a tertiary teaching hospital. Invasive infection was defined microbiologically (isolation of a bacterial pathogen in sterile fluid or a commensal bacterial species in 2 different blood cultures) or clinically (death, meeting Phoenix criteria for sepsis, receiving inotropic support, or developing acute complications or sequelae). We performed separate multivariate analyses for hematologic cancers and solid tumors. Hematologic cancers were further classified considering the myelotoxicity of the chemotherapy received. We classified the following as high-risk hematologic cancers: acute lymphoblastic leukemia and non-Hodgkin lymphoma in the induction, reinduction, or consolidation phase or relapse, and acute myeloid leukemia in any phase.

Results: We included 471 episodes: 306 hematologic cancers and 165 solid tumors. The median age was 4 years (interquartile range: 2 to 10) and the median duration of fever was 2 hours (interquartile range: 1 to 3). Invasive infections were diagnosed in 69 cases (14.6%). The rate was higher among patients with high-risk hematologic cancers (n=45, 23.2%), than among those with solid tumors (n=18, 10.9%; P=0.002) or with low-risk hematologic cancers (n=6, 5.4%; P<0.001). Among patients with hematological cancers, presenting a high-risk cancer (OR: 6.006; 95% CI: 2.459-18.200) and elevated procalcitonin levels (OR: 1.668; 95% CI: 1.205-2.571) were predictors of invasive infection [AUC for the model: 0.718 (95% CI: 0.640-0.795)]. Only age (OR: 1.145; 95% CI: 1.036-1.267) was found to be an independent risk factor in patients with solid tumors.

Conclusions: In patients with hematologic cancers and very recent onset fever, the type of cancer and procalcitonin level are useful for predicting the risk of invasive infection.

目的:根据不同的肿瘤类型,确定儿科急诊科发热肿瘤患者侵袭性感染的临床和实验室危险因素。方法:我们对2016 - 2023年在某三级教学医院儿科急诊科就诊的肿瘤发热患者进行了前瞻性观察研究。侵袭性感染的定义是微生物学上的(无菌液体中分离出一种细菌病原体或在两种不同的血液培养物中分离出一种共生细菌)或临床上的(死亡,符合凤凰标准的败血症,接受肌力支持,或出现急性并发症或后遗症)。我们对血液肿瘤和实体肿瘤进行了单独的多变量分析。考虑到化疗的骨髓毒性,血液肿瘤进一步分类。我们将以下分类为高危血液学癌症:急性淋巴细胞白血病和非霍奇金淋巴瘤在诱导、再诱导、巩固期或复发,急性髓性白血病在任何阶段。结果:我们纳入了471例:306例血液癌和165例实体瘤。中位年龄为4岁(四分位数范围:2至10岁),中位发烧持续时间为2小时(四分位数范围:1至3小时)。侵袭性感染69例(14.6%)。高危血液病患者(n=45, 23.2%)的感染风险高于实体瘤患者(n=18, 10.9%, P=0.002)和低危血液病患者(n=6, 5.4%)。结论:在近期发病发热的血液病患者中,肿瘤类型和降钙素原水平可用于预测侵袭性感染的风险。
{"title":"Risk Factors for Invasive Infection in Febrile Oncology Patients Related to Cancer Type.","authors":"Borja Gomez, Oriol Quintana, Mirian Moreno, Ricardo López-Almaraz, Fernando Almarza, Santiago Mintegi","doi":"10.1097/PEC.0000000000003571","DOIUrl":"10.1097/PEC.0000000000003571","url":null,"abstract":"<p><strong>Objective: </strong>To identify clinical and laboratory risk factors for invasive infection in febrile oncology patients seen in the Pediatric Emergency Department, depending on the type of cancer.</p><p><strong>Methods: </strong>We conducted a prospective observational study of febrile oncology patients seen between 2016 and 2023 at the Pediatric Emergency Department of a tertiary teaching hospital. Invasive infection was defined microbiologically (isolation of a bacterial pathogen in sterile fluid or a commensal bacterial species in 2 different blood cultures) or clinically (death, meeting Phoenix criteria for sepsis, receiving inotropic support, or developing acute complications or sequelae). We performed separate multivariate analyses for hematologic cancers and solid tumors. Hematologic cancers were further classified considering the myelotoxicity of the chemotherapy received. We classified the following as high-risk hematologic cancers: acute lymphoblastic leukemia and non-Hodgkin lymphoma in the induction, reinduction, or consolidation phase or relapse, and acute myeloid leukemia in any phase.</p><p><strong>Results: </strong>We included 471 episodes: 306 hematologic cancers and 165 solid tumors. The median age was 4 years (interquartile range: 2 to 10) and the median duration of fever was 2 hours (interquartile range: 1 to 3). Invasive infections were diagnosed in 69 cases (14.6%). The rate was higher among patients with high-risk hematologic cancers (n=45, 23.2%), than among those with solid tumors (n=18, 10.9%; P=0.002) or with low-risk hematologic cancers (n=6, 5.4%; P<0.001). Among patients with hematological cancers, presenting a high-risk cancer (OR: 6.006; 95% CI: 2.459-18.200) and elevated procalcitonin levels (OR: 1.668; 95% CI: 1.205-2.571) were predictors of invasive infection [AUC for the model: 0.718 (95% CI: 0.640-0.795)]. Only age (OR: 1.145; 95% CI: 1.036-1.267) was found to be an independent risk factor in patients with solid tumors.</p><p><strong>Conclusions: </strong>In patients with hematologic cancers and very recent onset fever, the type of cancer and procalcitonin level are useful for predicting the risk of invasive infection.</p>","PeriodicalId":19996,"journal":{"name":"Pediatric emergency care","volume":" ","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146143205","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
Outcomes of Children Discharged from the Emergency Department With a Pending Blood Culture. 从急诊科出院的未完成血培养的儿童的结果
IF 1.2 4区 医学 Q3 EMERGENCY MEDICINE Pub Date : 2026-02-05 DOI: 10.1097/PEC.0000000000003568
Jennifer Y Colgan, Kenneth A Michelson, Jacqueline Corboy, Parul P Soni, Elizabeth R Alpern, Sriram Ramgopal

Objective: To evaluate rates of critical illness and significant infection among children discharged from the emergency department (ED) with a pending blood culture.

Methods: We conducted a cross-sectional study of children 90 days to 18 years old discharged from one of 37 pediatric EDs between 2016 and 2024 with a complete blood count or C-reactive protein performed. Our primary outcome was a diagnosis of specific bacteremia on representation to the ED within 3 days. Secondary outcomes on 3-day return visit included: (1) sepsis, (2) intensive care unit admission, and (3) receipt of ≥3 days of systemic antibiotics. We evaluated for differences in outcomes based on the performance of a blood culture on the index visit.

Results: We included 416,357 discharges (median encounter age 6.3 y, IQR: 2.1 to 12.7). Of these, 229,269 (55.1%) had a blood culture collected. Among encounters with a blood culture, 0.1% (n = 151; 95% CI: 0.1-0.1) had specific bacteremia on return visit. Encounters with a blood culture at the index visit had higher odds of specific bacteremia [odds ratio (OR) 10.86, 95% CI: 5.8-20.34], sepsis (OR: 3.16, 95% CI: 1.88-5.30), intensive care unit admission (OR: 2.82, 95% CI: 1.94-4.12), and ≥3 days of systemic antibiotics (OR: 4.77, 95% CI: 4.17-5.46).

Conclusions: Children discharged with a pending blood culture have higher rates of significant bacteremia and other clinically important return visits than children discharged without a blood culture, though absolute rates of these outcomes were low. Improved guidelines are needed to better identify children who require blood cultures.

目的:评估急诊科(ED)出院后血培养未完成的儿童重症和严重感染的发生率。方法:我们对2016年至2024年间从37个儿科急诊科之一出院的90天至18岁的儿童进行了横断面研究,这些儿童进行了全血细胞计数或c反应蛋白检测。我们的主要结果是在3天内被诊断为特异性菌血症。3天回访的次要结果包括:(1)败血症,(2)入住重症监护病房,(3)接受≥3天的全身抗生素治疗。我们根据指标访视时血液培养的表现来评估结果的差异。结果:我们纳入了416,357例出院患者(中位就诊年龄6.3岁,IQR: 2.1至12.7)。其中,229269例(55.1%)进行了血液培养。在接受血培养的患者中,0.1% (n = 151; 95% CI: 0.1-0.1)在复诊时出现特异性菌血症。在指标就诊时接受血培养的患者发生特异性菌血症的几率更高[比值比(OR) 10.86, 95% CI: 5.8-20.34]、脓毒症(OR: 3.16, 95% CI: 1.88-5.30)、重症监护病房入院(OR: 2.82, 95% CI: 1.94-4.12)和≥3天的全身抗生素(OR: 4.77, 95% CI: 4.17-5.46)。结论:与未进行血培养的出院儿童相比,未进行血培养的出院儿童有更高的显著菌血症和其他临床重要回访率,尽管这些结果的绝对比率较低。需要改进指导方针,以便更好地识别需要血液培养的儿童。
{"title":"Outcomes of Children Discharged from the Emergency Department With a Pending Blood Culture.","authors":"Jennifer Y Colgan, Kenneth A Michelson, Jacqueline Corboy, Parul P Soni, Elizabeth R Alpern, Sriram Ramgopal","doi":"10.1097/PEC.0000000000003568","DOIUrl":"https://doi.org/10.1097/PEC.0000000000003568","url":null,"abstract":"<p><strong>Objective: </strong>To evaluate rates of critical illness and significant infection among children discharged from the emergency department (ED) with a pending blood culture.</p><p><strong>Methods: </strong>We conducted a cross-sectional study of children 90 days to 18 years old discharged from one of 37 pediatric EDs between 2016 and 2024 with a complete blood count or C-reactive protein performed. Our primary outcome was a diagnosis of specific bacteremia on representation to the ED within 3 days. Secondary outcomes on 3-day return visit included: (1) sepsis, (2) intensive care unit admission, and (3) receipt of ≥3 days of systemic antibiotics. We evaluated for differences in outcomes based on the performance of a blood culture on the index visit.</p><p><strong>Results: </strong>We included 416,357 discharges (median encounter age 6.3 y, IQR: 2.1 to 12.7). Of these, 229,269 (55.1%) had a blood culture collected. Among encounters with a blood culture, 0.1% (n = 151; 95% CI: 0.1-0.1) had specific bacteremia on return visit. Encounters with a blood culture at the index visit had higher odds of specific bacteremia [odds ratio (OR) 10.86, 95% CI: 5.8-20.34], sepsis (OR: 3.16, 95% CI: 1.88-5.30), intensive care unit admission (OR: 2.82, 95% CI: 1.94-4.12), and ≥3 days of systemic antibiotics (OR: 4.77, 95% CI: 4.17-5.46).</p><p><strong>Conclusions: </strong>Children discharged with a pending blood culture have higher rates of significant bacteremia and other clinically important return visits than children discharged without a blood culture, though absolute rates of these outcomes were low. Improved guidelines are needed to better identify children who require blood cultures.</p>","PeriodicalId":19996,"journal":{"name":"Pediatric emergency care","volume":" ","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146119708","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
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Pediatric emergency care
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