TABLE 4. Performance Metrics for Using Shannon and Sample Entropies to Detect Liver Fibrosis in Individuals With Moderate-to-Severe Hepatic Steatosis.
F1 |
F2 |
F3 |
F4 |
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|---|---|---|---|---|---|---|---|---|
| Parameter | Shannon entropy | Sample entropy | Shannon entropy | Sample entropy | Shannon entropy | Sample entropy | Shannon entropy | Sample entropy |
| Cutoff value | 3.86 | 1.94 | 3.78 | 1.88 | 3.77 | 1.88 | 3.79 | 1.87 |
| Sensitivity, % | 93.10 | 94.83 | 52.38 | 75.00 | 40.00 | 77.14 | 57.89 | 84.21 |
| Specificity, % | 42.86 | 71.43 | 61.36 | 71.43 | 77.14 | 60.00 | 58.70 | 56.52 |
| Accuracy, % | 87.69 | 92.31 | 58.46 | 73.85 | 60.00 | 69.23 | 58.46 | 64.62 |
| LR+ | 1.63 | 3.32 | 1.36 | 2.63 | 1.75 | 1.93 | 1.40 | 1.94 |
| LR− | 0.16 | 0.07 | 0.78 | 0.35 | 0.78 | 0.38 | 0.72 | 0.28 |
| PPV, % | 93.10 | 96.49 | 39.29 | 84.62 | 60.00 | 69.23 | 36.67 | 44.44 |
| NPV, % | 42.86 | 62.50 | 72.97 | 57.69 | 60.00 | 69.23 | 77.14 | 89.66 |
| AUROC | 0.59 | 0.87 | 0.48 | 0.77 | 0.48 | 0.71 | 0.55 | 0.68 |
| ROC comparison by DeLong test | ||||||||
| Area Difference | 0.276 | 0.292 | 0.224 | 0.120 | ||||
| SE | 0.196 | 0.082 | 0.072 | 0.072 | ||||
| Z Value | 1.97 | 12.67 | 9.58 | 2.78 | ||||
| P Value | 0.160 | 0.000 | 0.002 | 0.095 | ||||
LR+ = positive likelihood ratio; LR − + negative likelihood ratio; PPV = positive predictive value; NPV = negative predictive value; AUROC = area under the receiver operating characteristic curve; SE = standard error.



