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. 2020 May 25;11:1013. doi: 10.3389/fmicb.2020.01013

TABLE 5.

Counts of unique features found among top 5 across 51 independent models for each AB.

Antibiotic model LASSO Ridge XGBoost
Cefepime 28 13 11
Cefotaxime 38 38 12
Ceftriaxone 25 29 12
Ciprofloxacin 30 16 13
Gentamicin 16 12 18
Levofloxacin 24 17 11
Meropenem 25 18 11
Tobramycin 14 16 14

*The lower number signifies the more consistent feature selection across data resampling.