Pathways of Patients With Neurological Emergencies at Pediatric Emergency Department: A Process-Based Data Mining Study

IF 4.3 2区 医学 Q1 CLINICAL NEUROLOGY
Henna Aro, Tuomo Antikainen, Mari Videman, Elina Wärnhjelm, Erika Ignatius, Pirjo Isohanni, Miika Koskinen
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引用次数: 0

Abstract

Background

Neurological patients represent a small yet resource-demanding group in pediatric emergency departments (PEDs). Their pathways and resource needs remain poorly understood. This population-based real-world data study aims to bridge this gap.

Methods

We analyzed neurological visits from 2021 to 2023 at the sole PED serving 300,000 children using process mining and statistical analysis. Neurological visits included patients triaged for neurologist evaluation and those with neurological complaints and/or diagnosis.

Results

We identified 4854 neurological visits, constituting 5% of PED visits. Seizure and headache comprised 64% of the chief complaints; seizures dominated the highest acuity visits, while headache was linked to visits with lower acuity. Neurological patients had a nearly fivefold increased risk of requiring immediate lifesaving interventions compared to non-neurological patients. Half of the highest acuity patients were 1–5 years old. Patient disposition was most strongly associated with acuity: 81% of highest acuity patients were admitted and 15% of them to the pediatric intensive care or surgical unit, whereas only 18% of stable patients were hospitalized. Variability of patient pathways was moderate. 87% of patients adhered to one of four most common pathways where disposition decision was made without advanced testing. Over 30 pathways were identified for patients needing advanced tests. These patients presented with higher acuity, non-seizure complaints and increased admissions.

Conclusion

This population-based study pioneers process mining for analyzing patient care processes and resource utilization of neurological patients at the PED. It highlights the critical nature of pediatric neurological emergencies and uncovers the variability of patient needs and pathways.

儿科急诊科神经急症患者的路径:基于过程的数据挖掘研究。
背景:在儿科急诊科(PEDs),神经科患者是一个小而资源需求大的群体。它们的途径和资源需求仍然知之甚少。这项基于人群的真实世界数据研究旨在弥合这一差距。方法:采用过程挖掘和统计分析的方法,分析了2021年至2023年在唯一的PED服务的30万名儿童的神经学就诊情况。神经科就诊包括经神经科医生评估的患者和有神经科疾病和/或诊断的患者。结果:我们确定了4854例神经学就诊,占PED就诊的5%。癫痫和头痛占主诉的64%;视敏度最高的患者以癫痫发作为主,而视敏度较低的患者以头痛为主。与非神经系统患者相比,神经系统患者需要立即采取挽救生命的干预措施的风险增加了近5倍。一半的最高视力患者年龄在1-5岁。患者处置与视力最密切相关:81%的高度视力患者住院,其中15%的患者进入儿科重症监护室或外科病房,而只有18%的稳定患者住院。患者路径的可变性是中等的。87%的患者坚持四种最常见的途径之一,即在没有进行高级检测的情况下做出处置决定。为需要进行高级检查的患者确定了30多种途径。这些患者表现出更高的敏锐度,非癫痫发作的投诉和增加的入院率。结论:这项以人群为基础的研究开创了分析PED患者护理过程和神经系统患者资源利用的流程挖掘。它强调了小儿神经急症的关键性质,并揭示了患者需求和途径的可变性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
European Journal of Neurology
European Journal of Neurology 医学-临床神经学
CiteScore
9.70
自引率
2.00%
发文量
418
审稿时长
1 months
期刊介绍: The European Journal of Neurology is the official journal of the European Academy of Neurology and covers all areas of clinical and basic research in neurology, including pre-clinical research of immediate translational value for new potential treatments. Emphasis is placed on major diseases of large clinical and socio-economic importance (dementia, stroke, epilepsy, headache, multiple sclerosis, movement disorders, and infectious diseases).
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