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This effect has been studied in Sumner and Alaeddini [35], in which neural networks already perform feature extraction throughout each present layer; this supportively evidences the reported results here, whereas (besides the small dataset) performing feature extraction beforehand may not provide enough information for the network to use its architecture to its fullest potential.
JMIR Form Res 2025;9:e53928
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