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More advanced ML-based QSAR utilizes nonlinear algorithms, including random forest, artificial neural networks, K-nearest neighbor, and support vector machines, to capture complex structureactivity relationships through hierarchical feature interactions rather than simple weighted sums [171,172]

Pneumonia patients are very diverse, presenting different flavors of the disease

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The darker areas within the fibrous cord represent hemosiderin-laden macrophages

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