AIMC Topic: Cerebrospinal Fluid

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Machine learning algorithms with body fluid parameters: an interpretable framework for malignant cell screening in cerebrospinal fluid.

Clinical chemistry and laboratory medicine Sep 25, 2025
OBJECTIVES: This study aimed to develop and validate a machine learning (ML) model utilizing cerebrospinal fluid (CSF) body fluid parameters from hematology analyzers to screen for malignant cells.
Humans Machine Learning Algorithms Female Aged Adult Male Middle Aged Support Vector Machine Cerebrospinal Fluid Body Fluids Leukocyte Count
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[Flow cytometry increases the proportion of valuable samples in cerebrospinal fluid with normal cell count in malignant blood diseases].

Revista medica de Chile May 1, 2023
BACKGROUND: The alteration of cerebrospinal fluid (CSF) in hematologic neoplasms is a poor prognostic marker. The characteristics of CSF are usually analyzed by flow cytometry or cytology. However, paucicellular CSF samples (≤5 cells/dL) can sometime...
Humans Female Aged Aged, 80 and over Young Adult Adult Hematologic Neoplasms Male Middle Aged Adolescent Flow Cytometry Immunophenotyping Cerebrospinal Fluid Cell Count
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