Table 11 Time-series-specific evaluation metrics for injury risk prediction.

From: Real-time wearable biomechanics framework for sports injury prevention and rehabilitation optimization

Metric

Value (95% CI)

Notes

Time-based F1-score

0.88 (0.84–0.91)

Evaluated over risk events ≥ 2 s duration

Event detection rate (%)

91.3 ± 4.1

Percentage of high-risk events correctly flagged

Alert latency (s)

1.4 ± 0.3

Average detection lead time vs. expert annotation