European journal of neurology
September 1, 2026 · via Europe PMC
Pathways of Patients With Neurological Emergencies at Pediatric Emergency Department: A Process-Based Data Mining Study.
Aro H, Antikainen T, Videman M, Wärnhjelm E, Ignatius E, Isohanni P, Koskinen M.
AI summary — for doctors, generated from the abstract only
Process mining of pediatric emergency neurological visits showed seizures dominated high-acuity cases and most patients followed a few common pathways.
What was studied
A population-based study of 4854 neurological visits (2021-2023) at the sole pediatric ED serving 300,000 children.
Key findings
- Neurological visits were 5% of PED visits; seizures and headache 64% of complaints
- Nearly fivefold higher risk of needing immediate lifesaving interventions
- 81% of highest-acuity patients admitted
- 87% followed one of four common pathways
Clinical relevance
Informs pediatric emergency resource planning; single-system data.
Who should care
Limitations
Single health system.
Pediatric neurological emergencies are resource-intensive and variable.
This is an AI-generated summary of the published abstract, not a clinical recommendation. It may not reflect the full text or subsequent updates — verify against the original source before acting on it.
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.
DOI
10.1111/ene.70743
PMID
42714217
PMCID
PMC13556311
Research metadata (titles, abstracts, authors, publication dates) is sourced from Europe PMC, which aggregates content from PubMed/MEDLINE, PubMed Central, and other providers under the U.S. National Library of Medicine (NLM/NCBI). NLM does not claim copyright on abstracts; the original journal publishers or authors may hold rights to the full articles. AI-generated summaries are derived only from the abstract, never the full text, and are always labeled as AI-generated.
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