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. 2020 Dec 21;34(2):656–668. doi: 10.1021/acs.chemrestox.0c00511

Table 2. Results from CP Models at the Significance Level 0.3a.

descriptors validation set validity steatotic class validity nonsteatotic class efficiency sensitivity specificity BA MCC
RDKit TR 0.73 0.72 0.69 0.62 0.59 0.61 0.14
TS 0.74 0.71 0.75 0.67 0.61 0.64 0.18
5 selected RDKit TR 0.77 0.73 0.71 0.67 0.61 0.64 0.18
TS 0.76 0.79 0.71 0.67 0.7 0.69 0.24
ToxPrint TR 0.77 0.71 0.71 0.67 0.59 0.63 0.17
TS 0.71 0.69 0.74 0.63 0.57 0.6 0.13
transporter prediction TR 0.86 0.72 0.41 0.76 0.28 0.52 0.03
TS 0.88 0.76 0.44 0.82 0.43 0.62 0.18
NR prediction TR 0.76 0.72 0.52 0.57 0.46 0.52 0.02
TS 0.79 0.74 0.5 0.61 0.48 0.54 0.06
RDKit + ToxPrint TR 0.78 0.73 0.69 0.68 0.61 0.64 0.19
TS 0.74 0.71 0.82 0.71 0.65 0.68 0.24
RDKit + transporter prediction TR 0.73 0.73 0.69 0.63 0.6 0.62 0.16
TS 0.74 0.71 0.77 0.69 0.62 0.65 0.2
RDKit + NR prediction TR 0.74 0.72 0.69 0.65 0.6 0.62 0.16
TS 0.76 0.74 0.73 0.71 0.63 0.67 0.23
ToxPrint + transporter prediction TR 0.78 0.71 0.72 0.7 0.6 0.65 0.2
TS 0.74 0.69 0.77 0.67 0.6 0.63 0.17
ToxPrint + NR prediction TR 0.8 0.73 0.69 0.71 0.61 0.66 0.2
TS 0.68 0.71 0.76 0.61 0.62 0.61 0.15
transporter prediction + NR prediction TR 0.8 0.72 0.54 0.61 0.48 0.55 0.06
TS 0.79 0.69 0.6 0.73 0.47 0.6 0.14
RDKit + ToxPrint + transporter prediction TR 0.81 0.71 0.69 0.72 0.58 0.65 0.2
TS 0.74 0.72 0.82 0.71 0.65 0.68 0.24
RDKit + transporter prediction + NR prediction TR 0.77 0.74 0.67 0.67 0.61 0.64 0.18
TS 0.71 0.73 0.76 0.67 0.64 0.65 0.21
ToxPrint + transporter prediction + NR prediction TR 0.79 0.71 0.71 0.71 0.59 0.65 0.20
TS 0.71 0.70 0.80 0.66 0.62 0.64 0.18
RDKit + ToxPrint + NR prediction TR 0.76 0.71 0.73 0.66 0.61 0.63 0.17
TS 0.74 0.74 0.79 0.69 0.67 0.68 0.24
RDKit + ToxPrint + transporter prediction + NR prediction TR 0.78 0.72 0.7 0.65 0.61 0.63 0.17
TS 0.74 0.73 0.8 0.7 0.65 0.68 0.23
a

Performances on training set (TR) and test set (TS) are shown. BA is balanced accuracy, and MCC is Matthews correlation coefficient.