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Table 1 Top 15 important features. This table shows the top 15 features ranked by classification accuracy in five-feature subsets. The ranking shown here was obtained by averaging the results for the RF and LR classifiers

From: Machine learning classifiers provide insight into the relationship between microbial communities and bacterial vaginosis

Ravel et al. Nugent

Srinivasan et al. Nugent

Srinivasan et al. Amsel

Prevotella

Gardnerella vaginalis

nugent

Dialister

pH

Gardnerella vaginalis

Gardnerella

Atopobium vaginae

Eggerthella sp. type 1

pH

clue

Atopobium vaginae

Megasphaera

Eggerthella sp. type 1

Leptotrichia.amnionii

Atopobium

Dialister micraerophilus

Dialister micraerophilus

Eggerthella

whiff

Prevotella timonensis

Sneathia

Lactobacillus crispatus

Dialister sp. type 2

Peptoniphilus

Aerococcus christensenii

Lactobacillus crispatus

Parvimonas

vag_fluid

Parvimonas micra

Ruminococcaceae 3

Dialister sp. type 2

Aerococcus christensenii

L. crispatus

Prevotella timonensis

BVAB2

Aerococcus

Parvimonas micra

Megasphaera sp. type 1

Ruminococcaceae Incertae Sedis

Leptotrichia amnionii

Sneathia sanguinegens

L. iners

Megasphaera sp. type 1

Lactobacillus iners