Table 2.
Performance of predictive models in the task of discriminating participants between a faster (“0–2 months”) and slower (“≥3 months”) track of mobility recovery
Experiment scenario (post-/pre-operative wearable PGHD availability) | Tendon or ligament repair/reconstruction surgery |
|||
---|---|---|---|---|
AUROC |
AUPRC |
|||
mean (SD) | median (min.-max.) | mean (SD) | median (min.-max.) | |
(1) No post-op, no pre-op | 0.473 (0.108) | 0.489 (0.114–0.669) | 0.569 (0.059) | 0.563 (0.428–0.727) |
(2) No post-op, 6 months pre-op | 0.497 (0.096) | 0.498 (0.266–0.734) | 0.596 (0.068) | 0.596 (0.453–0.741) |
(3) 4 weeks post-op, no pre-op | 0.705 (0.089) | 0.701 (0.510–0.929) | 0.784 (0.076) | 0.799 (0.598–0.947) |
(4) 4 weeks post-op, 6 months pre-op | 0.724 (0.095) | 0.734 (0.442–0.942) | 0.795 (0.077) | 0.800 (0.576–0.960) |
(5) 6 months post-op, no pre-op | 0.712 (0.084) | 0.716 (0.542–0.929) | 0.798 (0.067) | 0.806 (0.628–0.937) |
(6) 6 momths post-op, 6 months pre-op | 0.710 (0.096) | 0.721 (0.435–0.942) | 0.786 (0.080) | 0.791 (0.542–0.960) |
Results are shown across 6 experiment scenarios in which different data availability was assumed (in each case, age and gender demographic information was used), and across surgery types considered.