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. 2021 Jan 12;7(2):406–420. doi: 10.1021/acsinfecdis.0c00754

Table 3. Five-Fold Cross-Validation Results of Bayesian Machine Learning Models Used to Predict 56 Compounds for Screening against S. mansoni In Vitroa.

time point (h) life stage no. active no. total ROC F1-score CK MCC domain
≤24 adults 45 493 0.845 0.426 0.339 0.397 0.308
≤24 somules 227 3114 0.806 0.260 0.157 0.246 0.383
48 adults 35 450 0.832 0.310 0.210 0.307 0.307
48 somules 204 3101 0.818 0.276 0.187 0.276 0.382
72 adults 34 447 0.841 0.494 0.441 0.457 0.305
72 somules 175 2979 0.843 0.276 0.198 0.290 0.377
>72 adults 85 509 0.815 0.533 0.410 0.432 0.308
>72 somules 358 3151 0.796 0.366 0.232 0.302 0.384
a

Terms: ROC = receiver operator characteristic; CK = Cohen’s kappa; MCC = Matthews correlation coefficient.