Integrating Inertial Sensors to Assess Physical Performance and In-Match Demands for the International Selection of Cerebral Palsy Football Players
Abstract
Highlights
- International CP football players show superior sprinting, change-of-direction, and dribbling performance in field tests compared to national-level players, particularly in FT1 and FT2 sport classes.
- In FT2 players, high-intensity running during matches, measured by inertial sensors, was the most accurate predictor of international selection status.
- Physical performance tests and wearable sensor data can objectively differentiate elite CP football players, providing evidence-based tools for talent identification.
- Integrating these assessments into national selection strategies may enhance the accuracy and fairness of international team recruitment in para-football.
Abstract
1. Introduction
2. Materials and Methods
2.1. Design
2.2. Participants
2.3. Procedures
2.3.1. Physical Performance Assessment
2.3.2. In-Match Physical Requirements Assessment
- Total distance (m): the total meters covered by the player during the match.
- Walking (m): distance covered while walking (<6 km·h−1).
- LI running (m): distance covered at low-intensity running (6–12 km·h−1).
- MI running (m): distance covered at moderate-intensity running (>12–18 km·h−1).
- HI running (m): distance covered at high-intensity running (>18 km·h−1).
- Ball contacts (n): total number of contacts with the ball.
- LI ball contacts (n): number of low-intensity (ankle velocity <11 m·s−1 but acceleration >20 G) contacts with the ball.
- MI ball contacts (n): number of moderate-intensity (ankle velocity 11–15 m·s−1) contacts with the ball.
- HI ball contacts (n): number of high-intensity (ankle velocity >15 m·s−1) contacts with the ball.
- Striking force (km·h−1): maximum velocity reached during a ball strike in the match.
- MI accelerations (m): distance covered with moderate-intensity accelerations (>2 to 3 m·s−2).
- HI accelerations (m): distance covered with high-intensity accelerations (>3 m·s−2).
- MI decelerations (m): distance covered with moderate-intensity decelerations (<−2 to −3 m·s−2).
- HI decelerations (m): distance covered with high-intensity decelerations (<−3 m·s−2).
2.4. Statistical Analysis
3. Results
3.1. Physical Performance
3.2. In-Match Physical Requirements
4. Discussion
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 | FT1 National | FT1 International | FT2 National | FT2 International | FT3 National | FT3 International |
---|---|---|---|---|---|---|
Body weight (kg) | 65.96 ± 10.33 | 69.08 ± 5.57 | 71.08 ± 8.82 | 67.00 ± 6.94 | 63.90 ± 7.72 | 67.33 ± 2.52 |
Height (m) | 1.73 ± 0.08 | 1.82 ± 0.08 | 1.75 ± 0.06 | 1.77 ± 0.07 | 1.73 ± 0.12 | 1.73 ± 0.02 |
5 m (s) | 1.46 ± 0.19 | 1.26 ± 0.09 | 1.28 ± 0.13 | 1.19 ± 0.09 | 1.24 ± 0.09 | 1.19 ± 0.05 |
10 m (s) | 2.47 ± 0.34 | 2.11 ± 0.13 | 2.13 ± 0.17 | 2.00 ± 0.10 | 2.08 ± 0.10 | 1.98 ± 0.08 |
20 m (s) | 4.29 ± 0.65 | 3.64 ± 0.23 | 3.62 ± 0.28 | 3.40 ± 0.15 | 3.51 ± 0.21 | 3.34 ± 0.16 |
30 m (s) | 6.09 ± 0.99 | 4.76 ± 0.54 | 5.08 ± 0.41 | 4.74 ± 0.22 | 4.88 ± 0.32 | 4.64 ± 0.28 |
MAT (s) | 7.42 ± 0.80 | 5.82 ± 0.94 | 6.57 ± 0.78 | 6.06 ± 0.60 | 6.59 ± 0.60 | 5.64 ± 0.22 |
Drib (s) | 12.78 ± 2.70 | 9.83 ± 1.25 | 10.93 ± 1.65 | 8.93 ± 0.80 | 11.07 ± 2.40 | 8.28 ± 0.67 |
Drib-Ab (s) | 5.49 ± 2.12 | 4.01 ± 1.58 | 4.35 ± 1.14 | 2.99 ± 0.59 | 4.48 ± 1.97 | 2.64 ± 0.53 |
FT1 | FT2 | FT3 | |||||||
---|---|---|---|---|---|---|---|---|---|
Wilks’ Lambda | F | p | Wilks’ Lambda | F | p | Wilks’ Lambda | F | p | |
5 m sprint | 0.81 | 4.45 * | 0.048 | 0.84 | 7.10 * | 0.011 | 0.99 | 0.10 | 0.763 |
10 m sprint | 0.81 | 4.43 * | 0.049 | 0.81 | 8.79 * | 0.005 | 0.93 | 0.55 | 0.481 |
15 m sprint | 0.83 | 3.85 | 0.064 | 0.79 | 9.95 * | 0.003 | 0.93 | 0.53 | 0.492 |
20 m sprint | 0.83 | 4.02 | 0.059 | 0.79 | 10.29 * | 0.003 | 0.96 | 0.28 | 0.613 |
30 m sprint | 0.74 | 6.64 * | 0.019 | 0.77 | 11.57 * | 0.002 | 0.99 | 0.11 | 0.751 |
MAT | 0.61 | 12.23 *# | 0.002 | 0.82 | 8.26 * | 0.007 | 0.67 | 3.48 | 0.105 |
Dribbling | 0.80 | 4.70 * | 0.043 | 0.70 | 16.05 *# | <0.001 | 0.77 | 2.12 | 0.189 |
Drib-Ab | 0.92 | 1.69 | 0.209 | 0.72 | 14.61 * | <0.001 | 0.83 | 1.45 | 0.267 |
National | International | U | p | ES (95% CI) | |
---|---|---|---|---|---|
Average playing time (min) | 61.53 ± 18.55 | 67.93 ± 15.25 | 272.50 | 0.362 | 0.16 (−0.17; 0.46) |
Maximal velocity (k·h−1) | 23.38 ± 2.75 | 25.19 ± 2.19 | 187.00 | 0.013 | 0.42 (0.12; 0.65) |
Total distance (m·min−1) | 57.05 ± 18.90 | 68.70 ± 13.92 | 209.00 | 0.038 | 0.35 (0.04; 0.61) |
LI ball contacts (n·min−1) | 0.07 ± 0.09 | 0.07 ± 0.04 | 236.50 | 0.117 | 0.27 (−0.06; 0.54) |
MI ball contacts (n) | 0.09 ± 0.07 | 0.14 ± 0.07 | 205.00 | 0.032 | 0.37 (0.05; 0.62) |
HI ball contacts (n) | 0.09 ± 0.08 | 0.14 ± 0.08 | 178.50 | 0.009 | 0.45 (0.15; 0.67) |
Ball contacts (n) | 0.25 ± 0.22 | 0.35 ± 0.18 | 195.50 | 0.021 | 0.40 (0.08; 0.64) |
Striking force (k·h−1) | 45.51 ± 10.55 | 50.92 ± 6.51 | 222.00 | 0.067 | 0.31 (−0.01; 0.58) |
LI running (m·min−1) | 20.26 ± 7.79 | 25.95 ± 6.00 | 169.00 | 0.004 | 0.48 (0.18; 0.69) |
MI running (m·min−1) | 5.97 ± 3.48 | 8.85 ± 3.00 | 176.50 | 0.008 | 0.45 (0.16; 0.68) |
HI running (m·min−1) | 0.32 ± 0.37 | 0.63 ± 0.66 | 150.00 | 0.002 | 0.54 (0.26; 0.73) |
Walking (m·min−1) | 28.64 ± 9.44 | 30.60 ± 6.49 | 307.00 | 0.780 | 0.05 (−0.28; 0.37) |
MI accelerations (m·min−1) | 3.18 ± 1.71 | 3.80 ± 1.07 | 217.50 | 0.056 | 0.33 (0.01; 0.59) |
HI accelerations (m·min−1) | 1.24 ± 0.81 | 1.63 ± 0.77 | 220.00 | 0.061 | 0.32 (−0.01; 0.58) |
MI decelerations (m·min−1) | 3.42 ± 1.55 | 3.95 ± 1.08 | 253.50 | 0.209 | 0.22 (−0.11; 0.50) |
HI decelerations (m·min−1) | 1.66 ± 0.98 | 2.01 ± 0.81 | 227.50 | 0.084 | 0.30 (−0.03; 0.56) |
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Maggiolo, J.F.; Reina, R.; Moya-Ramón, M.; Peña-González, I. Integrating Inertial Sensors to Assess Physical Performance and In-Match Demands for the International Selection of Cerebral Palsy Football Players. Sensors 2025, 25, 5787. https://doi.org/10.3390/s25185787
Maggiolo JF, Reina R, Moya-Ramón M, Peña-González I. Integrating Inertial Sensors to Assess Physical Performance and In-Match Demands for the International Selection of Cerebral Palsy Football Players. Sensors. 2025; 25(18):5787. https://doi.org/10.3390/s25185787
Chicago/Turabian StyleMaggiolo, Juan F., Raúl Reina, Manuel Moya-Ramón, and Iván Peña-González. 2025. "Integrating Inertial Sensors to Assess Physical Performance and In-Match Demands for the International Selection of Cerebral Palsy Football Players" Sensors 25, no. 18: 5787. https://doi.org/10.3390/s25185787
APA StyleMaggiolo, J. F., Reina, R., Moya-Ramón, M., & Peña-González, I. (2025). Integrating Inertial Sensors to Assess Physical Performance and In-Match Demands for the International Selection of Cerebral Palsy Football Players. Sensors, 25(18), 5787. https://doi.org/10.3390/s25185787