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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]

The integration of artificial intelligence and biomarker-driven skin diagnostics could facilitate more precise treatment recommendations tailored to patient-specific needs [168]

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