Table 5 The extracted interpretable rules derived from RF model in differentiation of iron deficiency anemia from thalassemia trait
Length | Frequency (%) | Error (%) | Condition | Prediction |
|---|---|---|---|---|
1 | 63.98 | 0.00 | Hb > 10.95 | TT |
2 | 15.05 | 0.00 | RBC ≤ 4.5 and Hb ≤ 10.45 | IDA |
1 | 11.29 | 0.00 | RDW ≤ 17.15 | TT |
3 | 4.84 | 0.00 | RBC > 4.59 and Hb ≤ 10.95 and RDW > 17.7 | IDA |
4 | 2.15 | 0.00 | RBC > 4.28 and MCHC ≤32.15 and RDW > 17.15 and RDW ≤ 17.7 | TT |
3 | 1.08 | 0.00 | Hb ≤ 11.45 and MCHC > 31.35 and RDW > 17.4 | IDA |
1 | 1.61 | 33.00 | Else | TT |