Barely Significant
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PneuNet: a lightweight convolutional neural network with multiscale feature fusion for automated pneumonia detection from chest X-rays.

Front Med (Lausanne) · 2025 · PMC12832688 · PMID 41601813

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closest p · 1.0× alpha
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highly significantp < 0.05actually significant
The test revealed highly significant improvements ( p < 0.05) for PneuNet over VGG-16 ( χ 2 = 18.7, p < 0.001), EfficientNet-B4 ( χ 2 = 12.3, p = 0.002), and DenseNet-121 ( χ 2 = 4.1, p = 0.043), confirming that PneuNet’s superior accuracy and balanced sensitivity–specificity are not due to chance.

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