Detailed Architecture of the Model.

<p>The neural network architecture includes an input layer for 224x224x3 preprocessed images. It utilizes a VGG19 base model with frozen weights up to the final convolutional block. Features then pass through a dense layer with ReLU units, followed by a dropout layer. The output layer, a singl...

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Bibliographic Details
Main Author:	Taofeeq Oluwatosin Togunwa (22305173) (author)
Other Authors:	Abdulhammed Opeyemi Babatunde (22305176) (author), Oluwatosin Ebunoluwa Fatade (22305179) (author), Richard Olatunji (22305182) (author), Godwin Ogbole (3437987) (author), Adegoke Falade (4541542) (author)
Published:	2025
Subjects:	Medicine Neuroscience Cancer Science Policy Biological Sciences not elsewhere classified Information Systems not elsewhere classified public health priority prospective clinical data locally relevant datasets faster diagnostic time august 2024 ). 000 deaths annually model achieved 86 model &# 8217 university college hospital source paediatric cxrs private diagnostic center local prospective cxrs labeled nigerian cxrs xlink "> pneumonia improve pneumonia diagnosis childhood pneumonia diagnosis 97 pneumonia ). lmics ), causing death among children tertiary hospital center cross 883 pneumonia 390 pneumonia ai model world applicability study aims sectional study reveals challenges resource setting reference standard prospectively collected leading cause imaging protocols facilitate sustainable externally tested external test external evaluations estimated 700 either normal developing robust chest radiographs artificial intelligence 93 normal 349 normal 234 normal 190 radiologist
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Detailed Architecture of the Model.

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