Proof-of-concept study of noninvasive, rapid, machine learning–enhanced, color-based CSF diagnostics: a novel approach to external ventricular drain infection screening

BOSoMetre shows promise as a low-cost (< €100), open-source tool for continuous CSF monitoring and early infection detection, especially for resource-limited settings. The high specificity could potentially reduce unnecessary CSF sampling and associated iatrogenic infection risks. Although the initial results are encouraging, further validation in larger cohorts is needed to confirm clinical utility and overcome the technical limitations identified in this proof-of-concept study.

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Publication Details

Journal
Journal of neurosurgery
Published
2025-09-20
DOI
https://doi.org/10.3171/2025.5.jns25628
Primary Topic
Cerebrospinal fluid and hydrocephalus
Type
article
Field-Weighted Citation Impact
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article

Proof-of-concept study of noninvasive, rapid, machine learning–enhanced, color-based CSF diagnostics: a novel approach to external ventricular drain infection screening

Bilal Bahadır Akbulut, Barış Oğuz Gürses, Taşkın Yurtseven, Mustafa Serdar Bölük et al.
Journal of neurosurgery
Cerebrospinal fluid and hydrocephalus
article

Proof-of-concept study of noninvasive, rapid, machine learning–enhanced, color-based CSF diagnostics: a novel approach to external ventricular drain infection screening

Bilal Bahadır Akbulut, Barış Oğuz Gürses, Taşkın Yurtseven, Mustafa Serdar Bölük, Hüseyin Biçeroğlu, Semiha Özgül
article en

Abstract

BOSoMetre shows promise as a low-cost (< €100), open-source tool for continuous CSF monitoring and early infection detection, especially for resource-limited settings. The high specificity could potentially reduce unnecessary CSF sampling and associated iatrogenic infection risks. Although the initial results are encouraging, further validation in larger cohorts is needed to confirm clinical utility and overcome the technical limitations identified in this proof-of-concept study.

Journal of neurosurgeryVol. 144(1)
Süleyman Demirel Üniversitesi (TR), State Hospital (GB), Ege University (TR), Suleyman Demirel University (KZ), The Ohio State University (US)
Openalex Percentile: Top 72%
Cerebrospinal fluid and hydrocephalus
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