Table 5:
Evaluation metrics of CKD classifications based on predicted eGFR. Precision, Recall, and F1-score for each class for each year was used to show performance. Additionally, macro- and micro-averaged metrics were used for each year to show overall performance, regardless of the categorization. CKD-1 was left out due to no methods predicting a CKD-1 result for any year for any patients.
| Per-class accuracy | Macro-averaged metrics | Micro-averaged metrics |
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|---|---|---|---|---|---|---|---|---|
| Precisio n |
Reca ll |
F1 | Macro precision |
Macro recall |
MacroF 1 |
|||
| Year 1 | CKD- 2 |
0.980 | 1.000 | 0.99 0 |
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| CKD- 3 |
0.983 | 0.918 | 0.95 0 |
|||||
| CKD- 4 |
0.901 | 0.787 | 0.84 0 |
|||||
| CKD- 5 |
1.000 | 0.801 | 0.88 9 |
|||||
| Year 2 | CKD- 2 |
0.978 | 1.000 | 0.98 9 |
||||
| CKD- 3 |
0.983 | 0.923 | 0.95 2 |
|||||
| CKD- 4 |
0.913 | 0.770 | 0.83 5 |
|||||
| CKD- 5 |
1.000 | 0.835 | 0.91 0 |
|||||
| Year 3 | CKD- 2 |
0.980 | 1.000 | 0.99 0 |
||||
| CKD- 3 |
0.985 | 0.933 | 0.95 9 |
|||||
| CKD- 4 |
0.892 | 0.814 | 0.85 1 |
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| CKD- 5 |
1.000 | 0.782 | 0.87 8 |
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