Submitted:
01 April 2025
Posted:
02 April 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Participants
2.3. Surface Electromyography (sEMG) Acquisition
2.4. Body Composition Measurement
2.5. Procedure
2.6. Statistical Analysis
3. Results
4. Discussion
4.1. Scope and Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Variable | Experience level | 95% CI Lower | 95% CI Upper | t | p-value | ||
|---|---|---|---|---|---|---|---|
| Novice Mean ± SD |
Advanced Mean ± SD |
||||||
| Mean peak EMG from 15 kicks | BF (%) | 71.28 ± 21.59 | 85.80 ± 28.11 | -36.25 | 7.22 | -1.309 | 0.217 |
| ST (%) | 75.06 ± 21.52 | 77.74 ± 13.26 | -15.87 | 10.51 | -0.399 | 0.697 | |
| RF (%) | 79.61 ± 29.41 | 63.61 ± 14.55 | -7.69 | 39.68 | 1.324 | 0.225 | |
| VM (%) | 88.95 ± 17.01 | 74.29 ± 14.15 | -13.74 | 43.06 | 1.012 | 0.341 | |
| VL (%) | 80.60 ± 23.26 | 90.93 ± 28.66 | -40.42 | 19.75 | -0.673 | 0.513 | |
| LG (%) | 82.92 ± 23.43 | 77.60 ± 18.60 | -20.47 | 31.11 | 0.404 | 0.692 | |
| SO (%) | 101.38 ± 35.24 | 102.59 ± 30.67 | -32.00 | 29.57 | -0.077 | 0.939 | |
| TA (%) | 72.40 ± 25.05 | 70.58 ± 22.77 | -12.43 | 16.07 | 0.250 | 0.806 | |
| Body comp. | Weight (kg) | 65.76 ± 168.31 | 68.53 ± 168.84 | -13.48 | 7.96 | -0.505 | 0.623 |
| Height (m) | 23.24 ± 26.58 | 23.84 ± 29.75 | -10.28 | 9.23 | -0.105 | 0.918 | |
| BMI (kg/m²) | 44.82 ± 8.36 | 42.98 ± 13.02 | -3.00 | 1.80 | -0.489 | 0.633 | |
| Adipose mass (%) | 11.15 ± 2.30 | 8.59 ± 2.60 | -9.02 | 2.68 | -1.063 | 0.307 | |
| Muscle mass (%) | 5.12 ± 4.16 | 6.71 ± 5.71 | -3.06 | 6.73 | 0.735 | 0.476 | |
| Muscle | Parameter | Estimate | Std. Error | p-value | 95% CI Lower | 95% CI Upper | Rm2 | Rc2 |
|---|---|---|---|---|---|---|---|---|
| BF | Intercept | 57.99 | 35.52 | 0.103 | -11.63 | 127.61 | 0.116 | 0.558 |
| PCA Component | 10.21 | 1.68 | <0.001*** | 6.91 | 13.50 | |||
| Experience level | 7.79 | 4.67 | 0.095 | -1.36 | 16.94 | |||
| Kick number | 2.08 | 0.52 | <0.001*** | 1.05 | 3.11 | |||
| ST | Intercept | 71.00 | 23.63 | 0.003* | 24.70 | 117.31 | 0.008 | 0.504 |
| PCA Component | 0.78 | 1.12 | 0.487 | -1.42 | 2.97 | |||
| Experience level | 2.17 | 3.10 | 0.484 | -3.91 | 8.26 | |||
| Kick number | 0.54 | 0.35 | 0.123 | -0.15 | 1.22 | |||
| RF | Intercept | 80.38 | 34.47 | 0.020* | 12.83 | 147.94 | 0.074 | 0.537 |
| PCA Component | 8.14 | 1.63 | <0.001*** | 4.94 | 11.34 | |||
| Experience level | -21.36 | 4.53 | <0.001*** | -30.24 | -12.49 | |||
| Kick number | 0.24 | 0.51 | 0.639 | -0.76 | 1.24 | |||
| VM | Intercept | 86.35 | 32.31 | 0.008** | 23.03 | 149.67 | 0.030 | 0.515 |
| PCA Component | 1.75 | 1.53 | 0.252 | -1.25 | 4.75 | |||
| Experience level | -15.81 | 4.25 | <0.001*** | -24.13 | -7.49 | |||
| Kick number | 0.40 | 0.48 | 0.406 | -0.54 | 1.33 | |||
| VL | Intercept | 73.29 | 45.93 | 0.111 | -16.73 | 163.31 | 0.022 | 0.511 |
| PCA Component | 5.63 | 2.18 | 0.010* | 1.36 | 9.89 | |||
| Experience level | -14.04 | 6.04 | 0.020* | -25.87 | 2.21 | |||
| Kick number | 0.68 | 0.68 | 0.315 | -0.65 | 2.01 | |||
| LG | Intercept | 75.90 | 35.74 | 0.034* | 5.85 | 145.95 | 0.008 | 0.504 |
| PCA Component | -0.28 | 1.69 | 0.870 | -3.60 | 3.04 | |||
| Experience level | -5.14 | 4.70 | 0.274 | -14.34 | 4.07 | |||
| Kick number | 0.87 | 0.53 | 0.101 | -0.17 | 1.90 | |||
| SO | Intercept | 96.69 | 46.18 | 0.036* | 6.19 | 187.19 | 0.032 | 0.516 |
| PCA Component | 8.18 | 2.19 | <0.001*** | 3.89 | 12.47 | |||
| Experience level | -4.18 | 6.07 | 0.491 | -16.07 | 7.72 | |||
| Kick number | 0.92 | 0.68 | 0.176 | -0.41 | 2.26 | |||
| TA | Intercept | 83.04 | 30.32 | 0.006** | 23.61 | 142.46 | 0.026 | 0.513 |
| PCA Component | 3.35 | 1.44 | 0.020* | 0.54 | 6.17 | |||
| Experience level | -4.03 | 3.98 | 0.312 | -11.84 | 3.78 | |||
| Kick number | -1.19 | 0.45 | 0.008** | -2.07 | -0.31 |
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