Table 2.
Performance metrics of each daily activity model in the test set.
| Model fit metrics | Any app activity | Physical activity (exercises and steps) | Lessons (article reading) | Social activity (group posts and coach messages) | Weigh-ins |
| AUROCa (95% CI) | 0.99 (0.99-0.99) | 0.98 (0.98-0.98) | 0.99 (0.99-0.99) | 0.98 (0.98-0.98) | 0.94 (0.94-0.94) |
| AUPRCb (95% CI) | 0.98 (0.98-0.98) | 0.74 (0.72-0.75) | 0.91 (0.91-0.92) | 0.74 (0.73-0.75) | 0.65 (0.63-0.66) |
| Brier score (95% CI) | 0.037 (0.036-0.038) | 0.025 (0.025-0.026) | 0.027 (0.026-0.028) | 0.02 (0.023-0.024) | 0.051 (0.050-0.052) |
aAUROC: area under the receiver operating characteristic curve.
bAUPRC: area under the precision-recall curve.