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. 2017 Nov 2;4(4):044003. doi: 10.1117/1.JMI.4.4.044003

Table 5.

Performance of the cell quality classifier. The performance of the cell quality classifier was close to that of the experts. In addition, the performance for Edom was lower than that for the other cell lines because of the cell line dependency.

  Class Three cell lines
Number Accuracy Precision Recall F-measure
Training (three cell lines) Poor 266 0.810 0.768 0.820 0.793
Mod 172 0.810 0.693 0.605 0.646
Good 162 0.870 0.753 0.772 0.762
Test (three cell lines) Poor 135 0.840 0.832 0.807 0.820
Mod 87 0.823 0.707 0.667 0.686
Good 78 0.897 0.770 0.859 0.812
Test (MRC5) Poor 36 0.860 0.775 0.861 0.816
Mod 39 0.890 0.938 0.769 0.845
Good 25 0.890 0.750 0.840 0.792
Test (Edom) Poor 53 0.800 0.902 0.698 0.787
Mod 28 0.750 0.548 0.607 0.576
Good 19 0.870 0.607 0.895 0.723
Test (201B7) Poor 46 0.860 0.820 0.891 0.854
Mod 20 0.830 0.579 0.550 0.564
Good 34 0.930 0.935 0.853 0.892