Issue 4 Volume 16 (2025)

Diagnosis of Neonatal Brain Pathologies: Analysis of the Effectiveness of Deep Learning Algorithms and Expert Evaluation
Diagnosis of Neonatal Brain Pathologies: Analysis of the Effectiveness of Deep Learning Algorithms and Expert Evaluation
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Written by Arina Railievna Krasnoshchekova   Published on Issue 4 Vol 16, 2025
The purpose of this scientific work is to conduct a comparative analysis of the diagnostic effectiveness, time, and economic indicators of deep learning algorithms and expert assessment in the diagnosis of brain development abnormalities in newborns according to neuroimaging data from the UNICEF BIGH dataset. In a retrospective study, 300 ultrasound and MRI scans were used. Each case was independently analyzed by the U-Net segmentation model, the EfficientNet classification model, a group of und
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Issue 1 Volume 17 - 2026