Evidence map›Paper›PMID 42714217›Full record

ArticleEuropean journal of neurology2026

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

Henna Aro, Tuomo Antikainen, Mari Videman, Elina Wärnhjelm, Erika Ignatius, Pirjo Isohanni, Miika Koskinen

Abstract read
In one paragraph

Article in European journal of neurology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

7 authors.

Henna AroDepartment of Paediatric Neurology, HUS Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0009-0005-1362-8053
Tuomo AntikainenDepartment of Mathematics and System Analysis, Aalto University, Espoo, Finland.
Mari Videman
Elina WärnhjelmDepartment of Paediatrics, HUS Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-5031-4495
Erika IgnatiusDepartment of Paediatric Neurology, HUS Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-3574-6510
Pirjo IsohanniDepartment of Paediatric Neurology, HUS Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-0156-1614
Miika KoskinenDiagnostic Center and New Children's Hospital, HUS Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-7267-5811

Funding

Arvo ja Lea Ylppö SäätiöHUS Pediatric Research CenterLastentautien Tutkimussäätiö
6 · The paper itself

Abstract

backgroundNeurological 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.

methodsWe 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.

resultsWe 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.

conclusionThis 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.

Indexed as

Emergency Service, HospitalNervous System DiseasesAdolescentChildChild, PreschoolData MiningEmergency Room VisitsFemaleHumansInfantMaledata miningemergency servicehospitalneurological emergenciesneurologypediatrics

Identifiers

PMID42714217
PMCPMC13556311

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.