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. 2022 May 4;12:7244. doi: 10.1038/s41598-022-09309-3

Table 4.

Evaluation of experiments to investigate drifts between internal and external data.

Liver toxicity Micro nucleus test
CV Predict holdout set CV Predict holdout set
Cal_original Cal_update Cal_original Cal_update
Balanced validity 0.81 0.47 0.82 0.82 0.50 0.74
Balanced efficiency 0.81 0.89 0.38 0.79 0.94 0.40
Balanced accuracy 0.77 0.43 0.49 0.77 0.49 0.39
Validity inactive class 0.81 0.75 0.84 0.80 0.99 0.61
Efficiency inactive class 0.84 0.84 0.45 0.79 0.89 0.54
Accuracy inactive class 0.77 0.70 0.63 0.75 0.99 0.29
Validity active class 0.82 0.20 0.80 0.83 0.00 0.88
Efficiency active class 0.78 0.95 0.31 0.79 1.00 0.26
Accuracy active class 0.77 0.16 0.35 0.78 0.00 0.50
Validity 0.82 0.58 0.84 0.81 0.66 0.70
Efficiency 0.80 0.87 0.40 0.79 0.93 0.45
Accuracy 0.77 0.52 0.57 0.76 0.63 0.33