Table 2.
Uncertainty threshold | Number of samples (n) | Overall accuracy | Sensitivity/specificity (%/%) |
---|---|---|---|
Entire pooled cohort | 95 | 75% | 77/74 |
p < 0.05 (certain) | 72 | 83% | 83/83 |
p > 0.05 (uncertain) | 23 | 48% | 63/40 |
p < 0.10 (certain) | 78 | 79% | 83/78 |
p > 0.10 (uncertain) | 17 | 53% | 63/44 |
p < 0.15 (certain) | 81 | 79% | 84/77 |
p > 0.15 (uncertain) | 14 | 50% | 57/43 |
Shown are the differences in predictive performance of the transductive learning GP model for the entire pooled training cohort and also when stratifying the sample predictions with high certainty (low p values) versus low certainty (high p values) at various p value thresholds.