Evidence map›Paper›PMID 42332581›Full record

ArticleBMC emergency medicine2026

External validation and comparative performance of Marshall, Rotterdam, and Helsinki computed tomography scores in adult traumatic brain injury.

Usame Rakip, Serhat Yıldızhan, İhsan Canbek, Ayşe Ertekin, Mehmet Gazi Boyacı, Serhat Korkmaz, Kazım Hazım Öztürk, Adem Aslan

Abstract readValidation StudyComparative Study
In one paragraph

Article in BMC emergency medicine, 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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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Usame RakipDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye. usamerakip@gmail.com.ORCID 0000-0001-7494-0335
Serhat YıldızhanDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0001-9394-5828
İhsan CanbekDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0001-7740-196X
Ayşe ErtekinDepartment of Emergency Medicine, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0002-9947-9917
Mehmet Gazi BoyacıDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0001-7329-2102
Serhat KorkmazDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0003-0566-3594
Kazım Hazım ÖztürkDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0009-0005-2919-9441
Adem AslanDepartment of Neurosurgery, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Türkiye.ORCID 0000-0001-9432-5399

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeComputed tomography (CT)-based scoring systems enable standardized quantification of intracranial pathology following traumatic brain injury (TBI). Despite widespread clinical application, external validation studies comparing the Marshall, Rotterdam, and Helsinki CT scores remain limited, particularly in middle-income settings. This study aimed to externally validate these three CT scoring systems and evaluate their incremental prognostic value beyond clinical variables.

methodsThis retrospective cohort study included adult patients with traumatic brain injury requiring hospitalization beyond 24 h at a tertiary neurosurgical center between 2022 and 2024. Two neurosurgeons independently scored admission CT scans using the Marshall, Rotterdam, and Helsinki CT scoring systems. The primary outcome was in-hospital mortality, and the secondary outcome was poor functional outcome (Glasgow Outcome Scale 1-3) at hospital discharge. Discriminative performance was assessed using area under the receiver operating characteristic curve (AUC) with DeLong test comparisons. Multivariable logistic regression evaluated incremental prognostic value beyond age and admission Glasgow Coma Scale (GCS).

resultsAmong 657 patients (mean age 45.9 years, 74.9% male; mild TBI 59.4%, moderate 25.1%, severe 15.5%), in-hospital mortality was 11.0% and poor functional outcome occurred in 23.9%. Among CT-based scores, the Helsinki CT score showed the highest standalone discriminative performance for mortality (AUC 0.793, 95% CI 0.731-0.855), followed by Rotterdam (AUC 0.766, 0.700-0.832) and Marshall (AUC 0.682, 0.625-0.739); Helsinki and Rotterdam both outperformed Marshall. However, when added to a baseline clinical model (age + GCS, AUC 0.876), all CT scores provided minimal to negligible incremental discrimination, with no clinically meaningful improvement in model performance (ΔAUC < 0.005 across all models, all p > 0.20). Similar patterns were observed for poor functional outcome.

conclusionThe Helsinki CT score demonstrated the highest standalone discriminative performance; however, all three CT-based scoring systems provided limited incremental prognostic value beyond clinical assessment (age and GCS), supporting their role as complementary rather than independent tools in TBI evaluation. These findings support the use of CT-based scores primarily for early risk stratification and standardized communication in emergency settings, rather than as standalone prognostic tools.

Indexed as

Brain Injuries, TraumaticTomography, X-Ray ComputedAdultFemaleGlasgow Coma ScaleHospital MortalityHumansMaleMiddle AgedPrognosisRetrospective StudiesCT scoring systemsExternal validationHelsinki CT scoreMortality predictionPrognostic modelsTraumatic brain injury

Identifiers

PMID42332581
PMCPMC13548489

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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.