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. 2025 Feb 25;11:e2682. doi: 10.7717/peerj-cs.2682

Table 7. Outcome explanations generation by LIME for a random positive and negative case of the HF using MO-SEHM.

Probability of positive prediction (99%) Probability of negative prediction (98%)
Negative reasons Positive reasons Actual value Negative reasons Positive reasons Actual value
(−) time <= 58 30 Time > 186 (−) 212
(−) Ser-C > 1.69 3.50 Cr-Ph < 90 (−) 81
(−) Ser-S <= 134 132 1.18 > Ser-C 1.3
204,000 < platelets < 304,500 (−) 228,000 Ej-Fr < 30 (−) 21
(−) 298 < Cr-Ph < 651 582 Diabetes <= 0 (−) 0
(−) 30 <= Ej-Fr 35 Platelets < 304,500 (−) 233,000
(−) Smoking > 0 1 37.71 < age <= 50.00 (−) 43
(−) 0 < diabetes <= 1 0 Smoking <= 0 (−) 0
(−) 60 < Sex <= 71.39 69 136 < Ser-S <= 149 (−) 139