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To achieve high accuracy in machine learning models, preprocessing steps such as transformation, normalisation, and feature selection of microbial data should be performed before providing it as input to the models [299]

Szabo et al., 1985) may have additional significance

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After entering the nasopharynx, pathogens escape recognition and clearance from host immune cells by mimicking the host molecular structure or altering their own antigens, escaping the mucus and adhering to the upper respiratory epithelium ( The manner in which bacteria, viruses and fungi induce an immune response after invasion is somewhat different (Figure 1)

The phenolic compounds in Zhourat extracts exhibited antimicrobial activity, though efficacy varied depending on the extract and microbial species (169)