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. 2026 Jan 23;54(5):1494–1503. doi: 10.1007/s10439-026-03991-4

Table 2.

Comparison of head acceleration event (HAE) exposure across six data cleaning methods

Method Impact number Impact rate (95% CI) Compared method Impact rate ratio (95% CI) ICC (95% CI)

1

(Uncleaned)

15719 67.75 (59.52-77.13) 2 2.36 (2.29-2.43)* 0.632 (0.381-0.786)*
3 25.23 (23.29-27.33)* 0.008 (− 0.205-0.242)
4 37.43 (33.97-41.23)* 0.004 (− 0.207-0.238)
5 35.40 (32.22-38.91)* 0.010 (− 0.202-0.244)
6 96.44 (82.65-112.53)* 0.001 (− 0.208-0.234)

2

(time-windowed HAEs only)

6666 28.73 (25.21-32.75) 3 10.70 (9.86-11.62)* 0.012 (− 0.205-0.249)
4 15.87 (14.38-17.52)* 0.009 (− 0.205-0.243)
5 15.01 (13.64-16.53)* 0.024 (− 0.191-0.259)
6 40.90 (35.01-47.77* 0.002 (− 0.208-0.234)

3

(algorithm-classified HAEs without time windowing)

623 2.69 (2.31-3.12) 4 1.48 (1.31-1.68)* 0.836 (0.612-0.921)*
5 1.40 (1.24-1.58)* 0.424 (0.175-0.623)*
6 3.82 (3.22-4.54)* 0.284 (− 0.002-0.525)*

4

(algorithm-classified HAEs with time windowing)

420 1.81 (1.54-2.13) 5 0.95 (0.83-1.08) 0.505 (0.271-0.684)*
6 2.58 (2.15-3.09)* 0.476 (0.142-0.693)*

5

(video verification)

444 1.91 (1.63-2.24) 6 2.72 (2.28-3.26)* 0.386 (0.003-0.645*

6

(HAEs confirmed by both proprietary classification algorithm and video verification)

163 0.70 (0.58-0.86)

Impact count and impact rate per athlete exposure are presented for each data cleaning method. Impact rate ratios (Impact rate for method A divided by impact rate for method B and intraclass correlation coefficients (ICCs) with 95% confidence intervals CI were calculated to assess agreement between methods. ICCs were interpreted as follows: < 0.5 = poor agreement, 0.5–0.75 = moderate agreement, 0.75–0.90 = good agreement, > 0.90 = excellent agreement. *indicates a significant difference was observed. HAE  head acceleration event