Table 6.
Aspect | Measure | Incident neuropathic pain | Resolved neuropathic pain | ||
---|---|---|---|---|---|
Internal validation | External validation | Internal validation | External validation | ||
Performance | Nagelkerke R2 | 0.091 (0.088–0.093) | 0.038 (0.035–0.042) | 0.291 (0.277–0.310) | 0.148 (0.139–0.161) |
Discrimination | AUROC | 0.720 (0.716–0.721) | 0.636 (0.629–0.643) | 0.756 (0.747–0.766) | 0.699 (0.695–0.709) |
AUPRC | 0.128 (0.126–0.131) | 0.152 (0.148–0.157) | 0.772 (0.763–0.780) | 0.499 (0.484–0.511) | |
Calibration | Slope | 1.033 (1.019–1.053) | 0.623 (0.592–0.658) | 1.227 (1.177–1.287) | 0.999 (0.962–1.041) |
Intercept | 0.040 (‒0.007, 0.092) | ‒0.511 (‒0.593, ‒0.426) | 0.184 (0.158–0.215) | ‒0.424 (‒0.454, ‒0.394) | |
Clinical Utility | Net benefit at incidence thresholda | n/a | 0.022 (0.020–0.022)b | n/a | 0.065 (0.061–0.070)b |
All measures presented as the median and interquartile range
AUPRC area under the precision-recall curve; AUROC area under the receiver operating characteristic; GoDARTS Genetics of Diabetes Audit and Research in Tayside Scotland
aIncidence threshold (GoDARTS): Incident Neuropathic pain = 10.7%, Resolved Neuropathic Pain = 23.7%
bAdjusted for calibration