Monitoring the Impact of Two Pedagogical Models on Physical Load in an Alternative School Sport Using Inertial Devices
Abstract
1. Introduction
2. Materials and Methods
2.1. Research Design
2.2. Participants
2.3. Variables
2.4. Instruments
2.5. Procedure
2.6. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
5.1. Practical Applications
5.2. Study Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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HM | GCM | |||
---|---|---|---|---|
Participants | 26 student (class A) (10 boys and 16 girls) | 21 students (class B) (11 boys y 10 girls) | ||
Teaching function | Pre-test | Teacher-directed+ arbitrated | Teacher-directed+ arbitrated | |
IP | S1–S3 | Teacher-directed | Teacher-directed | |
S4–S6 | Teacher and student-directed | Teacher-directed | ||
S7–S12 | Guide | Teacher-directed | ||
Post-test | Guide | Teacher-directed+ arbitrated | ||
Student function | Pre-test | Player role | Player role | |
IP | S1–S3 | Player role | Player role | |
S4–S6 | Player and team role | Player role | ||
S7–S12 | Player, team, and organizational roles | Player role | ||
Post-test | player, team, and organizational roles | Player role | ||
Procedure | Pre-test | 5 rounds: 3 matches (4 vs. 4) of 5 min. | 5 rounds: 3 matches (4 vs. 4) of 5 min. | |
IP | S1 | Affiliation phase + rules | Rules and team formation | |
S2–S9 | Preseason phase, modified games | Modified games with opponent | ||
S10–S11 | Regular champion phase (mini sport) | Regular champion (mini sport) | ||
S12 | Final champion phase and festivity | Final round | ||
Post-test | 5 rounds: 3 matches (4 vs. 4) of 5 min. | 5 rounds: 3 matches (4 vs. 4) of 5 min. |
Variables | Pre-Test | Post-Test | |||
---|---|---|---|---|---|
HM M ± SD | GCM M ± SD | HM M ± SD | GCM M ± SD | ||
Kinematic eTL | Distance (m) | 1150 ± 302 | 1002 ± 305 | 1283 ± 275 | 1069 ± 281 |
Explosive Distance (m) | 116 ± 62.3 | 99.6 ± 58.4 | 125 ± 52.1 | 92.1 ± 51.2 | |
Distance/Minute (m/min) | 46 ± 12.1 | 40.1 ± 12.2 | 51.3 ± 11.0 | 42.8 ± 11.3 | |
Number of Accelerations (Nacc) | 561 ± 55.3 | 542 ± 47.2 | 584 ± 45.1 | 572 ± 78.4 | |
Accelerations/Minute (acc/min) | 22.4 ± 2.21 | 21.7 ± 1.89 | 23.3 ± 1.80 | 22.9 ± 3.14 | |
Number of Decelerations (Ndec) | 561 ± 54 | 543 ± 47.9 | 584 ± 44.9 | 573 ± 78.1 | |
Decelerations/Minute (dec/min) | 22.5 ± 2.16 | 21.7 ± 1.92 | 23.3 ± 1.80 | 22.9 ± 3.12 | |
Max. Speed (km/h) | 15.5 ± 5.38 | 14 ± 2.05 | 15.1 ± 2.46 | 14.5 ± 2.06 | |
Average Speed (km/h) | 3.56 ± 0.60 | 3.37 ± 0.57 | 3.76 ± 0.60 | 3.39 ± 0.50 | |
Number of Sprints (Nsprints) | 1.38 ± 0.94 | 0.43 ± 0.68 | 1.73 ± 1.08 | 0.57 ± 0.81 | |
HSR (High-Speed Running) (N HSR) | 11.7 ± 8.02 | 7.43 ± 7.23 | 13.8 ± 6.99 | 5.90 ± 5.44 | |
Number of Steps (Nsteps) | 1246 ± 519 | 1006 ± 483 | 1377 ± 536 | 1033 ± 420 | |
Steps/Minute (steps/min) | 49.9 ± 20.8 | 40.3 ± 19.3 | 55.1 ± 21.4 | 41.3 ± 16.8 | |
Number of Jumps (Njumps) | 5.85 ± 5.74 | 5.52 ± 5.00 | 6.23 ± 7.82 | 5.33 ± 4.78 | |
Jumps/Minute (jumps/min) | 0.23 ± 0.23 | 0.22 ± 0.20 | 0.25 ± 0.31 | 0.21 ± 0.19 | |
Neuromuscular eTL | Number of Impacts (Nimpacts) | 4239 ± 1206 | 3475 ± 1344 | 4286 ± 1291 | 3418 ± 1109 |
Player Load (au) | 20.5 ± 7.16 | 17.5 ± 6.69 | 22.4 ± 7.83 | 18.1 ± 5.57 | |
Player Load/Minute (PL/min) | 0.82 ± 0.29 | 0.70 ± 0.27 | 0.89 ± 0.31 | 0.72 ± 0.22 | |
Internal load iTL | Maximum Heart Rate (bpm) | 168 ± 34.3 | 174 ± 24 | 181 ± 28.5 | 167 ± 39.7 |
Average Heart Rate (bpm) | 143 ± 29.1 | 141 ± 26.6 | 154 ± 27.7 | 140 ± 32.1 | |
% Relative Heart Rate (%) | 86 ± 5.26 | 72.1 ± 13.2 | 81.6 ± 10.9 | 71.2 ± 16.6 |
Variables | HM/ F/X2 | p | η2 | GCM F/X2 | p | η2 | |
---|---|---|---|---|---|---|---|
Kinematic eTL | Distance (m) | 2.74 | 0.10 | 0.05 | 0.54 | 0.47 | 0.01 |
Explosive Distance (m) | 0.32 | 0.57 | 0.01 | 0.19 | 0.66 | 0.004 | |
Distance/Minute (m/min) | 2.74 | 0.10 | 0.05 | 0.54 | 0.47 | 0.01 | |
Number of Accelerations (Nacc) | 2.57 | 0.11 | 0.05 | 2.21 | 0.15 | 0.06 | |
Accelerations/Minute (acc/min) | 2.57 | 0.11 | 0.05 | 2.21 | 0.15 | 0.06 | |
Number of Decelerations (Ndec) | 2.60 | 0.11 | 0.05 | 2.34 | 0.14 | 0.07 | |
Decelerations/Minute (dec/min) | 2.60 | 0.11 | 0.05 | 2.34 | 0.14 | 0.07 | |
Max. Speed (Km/h) | 0.08 | 0.77 | 0.002 | 0.44 | 0.51 | 0.01 | |
Average Speed (Km/h) | 1.41 | 0.24 | 0.03 | 0.01 | 0.90 | <0.001 | |
Number of Sprints (Nsprints) | 1.52 | 0.22 | 0.03 | 0.24 | 0.62 | 0.01 | |
HSR (High-Speed Running) (N HSR) | 0.99 | 0.32 | 0.02 | 0.59 | 0.44 | 0.02 | |
Number of Steps (Nsteps) | 0.79 | 0.38 | 0.02 | 0.03 | 0.85 | <0.001 | |
Steps/Minute (steps/min) | 0.79 | 0.38 | 0.02 | 0.03 | 0.85 | <0.001 | |
Number of Jumps * (Njumps) | 0.06 | 0.81 | <0.001 | 0.02 | 0.90 | <0.001 | |
Jumps/Minute * (jumps/min) | 0.06 | 0.81 | <0.001 | 0.02 | 0.90 | <0.001 | |
Neuromuscular eTL | Number of Impacts (Nimpacts) | 0.02 | 0.89 | <0.001 | 0.02 | 0.88 | <0.001 |
Player Load (au) | 0.85 | 0.36 | 0.02 | 0.09 | 0.76 | 0.002 | |
Player Load/Minute (PL/min) | 0.85 | 0.36 | 0.02 | 0.09 | 0.76 | 0.002 | |
Internal load iTL | Maximum Heart Rate (bpm) | 2.41 | 0.13 | 0.05 | 0.57 | 0.45 | 0.02 |
Average Heart Rate (bpm) | 1.95 | 0.17 | 0.04 | 0.01 | 0.94 | <0.001 | |
% Relative Heart Rate * (%) | 3.46 | 0.07 | 0.09 | 0.03 | 0.85 | <0.001 |
Variables | Pre-Test t/U | p | d Cohen | Post-Test t/U | p | d Cohen | |
---|---|---|---|---|---|---|---|
Kinematic eTL | Distance (m) | −1.66 | 0.10 | 0.49 | −2.63 | 0.01 ** | 0.6 |
Explosive Distance (m) | −0.90 | 0.37 | 0.27 | −2.14 | 0.03 ** | 0.63 | |
Distance/Minute (m/min) | −1.66 | 0.10 | 0.48 | −2.63 | 0.01 ** | 0.76 | |
Number of Accelerations (Nacc) | −1.27 | 0.21 | 0.37 | 0.66 | 0.51 | 0.19 | |
Accelerations/Minute (acc/min) | −1.27 | 0.21 | 0.34 | 0.66 | 0.51 | 0.16 | |
Number of Decelerations (Ndec) | −1.24 | 0.22 | 0.36 | −0.57 | 0.57 | 0.17 | |
Decelerations/Minute (dec/min) | −1.24 | 0.22 | 0.35 | −0.57 | 0.57 | 0.16 | |
Max. Speed (Km/h) | −1.17 | 0.25 | 0.37 | −1.01 | 0.31 | 0.26 | |
Average Speed (Km/h) | −1.11 | 0.27 | 0.32 | −2.27 | 0.03 ** | 0.66 | |
Number of Sprints * (Nsprints) | 120 | <0.001 ** | 1.15 | 105 | <0.001 ** | 1.2 | |
HSR (High-Speed Running) (N HSR) | −1.89 | 0.06 | 0.56 | −4.22 | <0.001 ** | 1.2 | |
Number of Steps (Nsteps) | −1.62 | 0.11 | 0.48 | −2.40 | 0.02 ** | 0.71 | |
Steps/Minute (steps/min) | −1.62 | 0.11 | 0.48 | −2.40 | 0.02 ** | 0.72 | |
Number of Jumps (Njumps) | −0.20 | 0.84 | 0.06 | −0.46 | 0.64 | 0.14 | |
Jumps/Minute (jumps/min) | −0.20 | 0.84 | 0.05 | −0.46 | 0.64 | 0.15 | |
Neuromuscular eTL | Number of Impacts (Nimpacts) | −2.05 | 0.04 ** | 0.59 | −2.44 | 0.02 ** | 0.72 |
Player Load (au) | −1.44 | 0.16 | 0.43 | −2.10 | 0.04 ** | 0.63 | |
Player Load/Minute (PL/min) | −1.44 | 0.16 | 0.42 | −2.10 | 0.04 ** | 0.63 | |
Internal load iTL | Maximum Heart Rate * (bpm) | 0.76 | 0.45 | 0.2 | 215 | 0.21 | 0.40 |
Average Heart Rate (bpm) | −0.31 | 0.76 | 0.07 | −1.63 | 0.11 | 0.47 | |
% Relative Heart Rate * (%) | −4.94 | <0.001 ** | 1.38 | 131 | 0.002 ** | 0.74 |
Variables | Factors | F | p | η2 | Post Hoc | |
---|---|---|---|---|---|---|
Kinematic eTL | Distance (m) | Model | 9.00 | 0.003 * | 0.09 | a |
Moment | 2.73 | 0.10 | 0.03 | - | ||
Model × Moment | 0.30 | 0.58 | 0.01 | f | ||
Explosive Distance (m) | Model | 4.32 | 0.04 * | 0.04 | a | |
Moment | 0.01 | 0.947 | 0.00 | - | ||
Model × Moment | 0.49 | 0.48 | 0.005 | |||
Distance/Minute (m/min) | Model | 9.00 | 0.003 * | 0.09 | a | |
Moment | 2.73 | 0.10 | 0.03 | - | ||
Model × Moment | 0.30 | 0.58 | 0.01 | f | ||
Number of Accelerations (Nacc) | Model | 1.76 | 0.19 | 0.02 | - | |
Moment | 4.82 | 0.03 * | 0.05 | b | ||
Model × Moment | 0.09 | 0.76 | 0.01 | - | ||
Accelerations/Minute (acc/min) | Model | 1.76 | 0.19 | 0.02 | - | |
Moment | 4.82 | 0.03 * | 0.05 | b | ||
Model × Moment | 0.09 | 0.76 | 0.01 | - | ||
Number of Decelerations (Ndec) | Model | 1.49 | 0.22 | 0.02 | - | |
Moment | 5.01 | 0.03 * | 0.052 | b | ||
Model × Moment | 0.125 | 0.72 | 0.01 | - | ||
Decelerations/Minute (dec/min) | Model | 1.49 | 0.22 | 0.02 | - | |
Moment | 5.01 | 0.03 * | 0.052 | b | ||
Model × Moment | 0.12 | 0.72 | 0.01 | - | ||
Max. Speed (Km/h) | Model | 2.27 | 0.13 | 0.025 | - | |
Moment | 0.01 | 0.95 | 0.00 | - | ||
Model × Moment | 0.29 | 0.59 | 0.003 | - | ||
Average Speed (Km/h) | Model | 5.60 | 0.02 * | 0.06 | a | |
Moment | 0.83 | 0.36 | 0.01 | - | ||
Model × Moment | 0.56 | 0.45 | 0.01 | - | ||
Number of Sprints (Nsprints) | Model | 31.80 | <0.001 * | 0.26 | a | |
Moment | 1.70 | 0.20 | 0.01 | - | ||
Model × Moment | 0.29 | 0.60 | 0.01 | d, e, f, g. | ||
HSR (High-Speed Running) (N HSR) | Model | 17.21 | <0.001 * | 0.16 | a | |
Moment | 0.03 | 0.85 | 0.00 | - | ||
Model × Moment | 1.52 | 0.221 | 0.01 | d, e, f. | ||
Number of Steps (Nsteps) | Model | 8.06 | 0.006 * | 0.08 | a | |
Moment | 0.58 | 0.45 | 0.01 | - | ||
Model × Moment | 0.26 | 0.61 | 0.003 | - | ||
Steps/Minute (steps/min) | Model | 8.06 | 0.006 * | 0.08 | a | |
Moment | 0.58 | 0.45 | 0.01 | - | ||
Model × Moment | 0.26 | 0.61 | 0.003 | - | ||
Number of Jumps (Njumps) | Model | 0.23 | 0.63 | 0.003 | - | |
Moment | 0.01 | 0.94 | 0.00 | - | ||
Model × Moment | 0.05 | 0.82 | 0.001 | - | ||
Jumps/Minute (jumps/min) | Model | 0.23 | 0.63 | 0.003 | - | |
Moment | 0.01 | 0.94 | 0.00 | - | ||
Model × Moment | 0.05 | 0.82 | 0.001 | - | ||
Neuromuscular eTL | Number of Impacts (Nimpacts) | Model | 10.02 | 0.002 * | 0.100 | a |
Moment | <0.001 | 0.98 | 0.00 | - | ||
Model × Moment | 0.04 | 0.84 | 0.00 | - | ||
Player Load (au) | Model | 6.26 | 0.01 * | 0.06 | a | |
Moment | 0.75 | 0.39 | 0.01 | - | ||
Model × Moment | 0.22 | 0.64 | 0.002 | - | ||
Player Load/Minute (PL/min) | Model | 6.26 | 0.01 * | 0.06 | a | |
Moment | 0.75 | 0.39 | 0.01 | - | ||
Model × Moment | 0.22 | 0.64 | 0.002 | - | ||
Internal load iTL | Maximum Heart Rate * (bpm) | Model | 0.33 | 0.56 | 0.004 | - |
Moment | 0.20 | 0.66 | 0.002 | - | ||
Model × Moment | 2.55 | 0.11 | 0.03 | - | ||
Average Heart Rate (bpm) | Model | 1.95 | 0.17 | 0.02 | - | |
Moment | 0.75 | 0.39 | 0.01 | - | ||
Model × Moment | 0.94 | 0.33 | 0.01 | - | ||
% Relative Heart Rate (%) | Model | 24.38 | <0.001 * | 0.21 | a | |
Moment | 1.15 | 0.29 | 0.01 | - | ||
Model × Moment | 0.52 | 0.47 | 0.01 | d, e, f, g. |
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Calle, O.; Antúnez, A.; González-Espinosa, S.; Ibáñez, S.J.; Feu, S. Monitoring the Impact of Two Pedagogical Models on Physical Load in an Alternative School Sport Using Inertial Devices. Sensors 2025, 25, 5929. https://doi.org/10.3390/s25185929
Calle O, Antúnez A, González-Espinosa S, Ibáñez SJ, Feu S. Monitoring the Impact of Two Pedagogical Models on Physical Load in an Alternative School Sport Using Inertial Devices. Sensors. 2025; 25(18):5929. https://doi.org/10.3390/s25185929
Chicago/Turabian StyleCalle, Olga, Antonio Antúnez, Sergio González-Espinosa, Sergio José Ibáñez, and Sebastián Feu. 2025. "Monitoring the Impact of Two Pedagogical Models on Physical Load in an Alternative School Sport Using Inertial Devices" Sensors 25, no. 18: 5929. https://doi.org/10.3390/s25185929
APA StyleCalle, O., Antúnez, A., González-Espinosa, S., Ibáñez, S. J., & Feu, S. (2025). Monitoring the Impact of Two Pedagogical Models on Physical Load in an Alternative School Sport Using Inertial Devices. Sensors, 25(18), 5929. https://doi.org/10.3390/s25185929