| Literature DB >> 35211065 |
Vedrana Sember1, Gregor Jurak1, Gregor Starc1, Shawnda A Morrison1.
Abstract
OBJECTIVE: To determine to what extent physical fitness indicators and/or moderate to vigorous physical activity (MVPA) may account for final mathematics academic performance (APmath) awarded at the end of primary school.Entities:
Keywords: accelerometers; arithmetic; children; health-related risk factors; paediatric exercise; physical fitness surveillance; population health
Year: 2022 PMID: 35211065 PMCID: PMC8860831 DOI: 10.3389/fpsyg.2022.796838
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
Descriptive statistics (means ± sd) of physical activity, fitness, and academic performance (math grade).
| MVPAOB | Shuttle run | Polygon | Standing long | Handgrip | Flamingo | Sit-ups | Plate tapping | Sit and | APMath | ||
| (minutes/day) |
| backward (s) | jump (cm) | (Nm) | (# falls/60 s) | (#/60 s) | (# of taps/20 s) | reach (cm) | (score) | ||
| Grade 6 | Combined ( | 138.9 + 73.2 | 46.0 + 26.5 | 16.3 ± 5.1 | 157.4 + 21.9 | 20.9 + 4.2 | 15.9 + 7.5 | 37 ± 9 | 35.5 ± 10.2 | 19.3 ± 6.9 | 4.2 + 0.8 |
| Boys ( | 149.4 + 72.5 | 45.8 + 26.3 | 15.9 ± 4.6 | 160.4 + 21.3 | 21.1 + 4.2 | 16.3 + 7.4 | 39 ± 9 | 36.3 ± 10.7 | 17.2 ± 6.2 | 4.1 + 0.09 | |
| Girls ( | 128.2 ± 72.9 | 46.2 ± 26.9 | 16.7 ± 5.1 | 154.2 + 22.3 | 20.7 + 4.3 | 15.4 + 7.7 | 35 ± 8 | 34.6 ± 9.5 | 21.5 ± 7.1† | 4.2 + 0.8 | |
| Grade 9 | Combined ( | 93.2 + 62.0 | 53.25 + 25.1 | 13.6 ± 4.3 | 176.7 + 32.3 | 28.9 + 4.2 | 16.5 + 13.5 | 41 ± 10 | 42.0 ± 5.7 | 28.4 ± 9.5 | 3.5+1.0 |
| Boys ( | 123.6 + 65.6 | 63.8 + 24.6 | 13.1 ± 4.1 | 187.7 + 31.8 | 30.8 + 7.6 | 17.4 + 18.6 | 44 ± 11 | 41.8 ± 6.5 | 24.9 ± 8.3 | 3.4 + 1.0 | |
| Girls ( | 69.8 + 47.7 | 41.8 + 20.2 | 14.0 ± 4.4 | 164.8 + 28.6 | 27.0 + 5.2 | 12.8 + 10.6 | 38 ± 9 | 42.3 ± 4.5 | 32.3 ± 9.2 | 3.5 + 1.0 | |
| End of Grade 9 | Combined ( | 3.5 + 1.0 | |||||||||
| Boys ( | 3.4 + 1.1 | ||||||||||
| Girls ( | 3.6 + 1.0 |
Aerobic power calculated from 20 m shuttle run (
Correlation coefficients for dependent measures determined for boys and girls in Grade 6.
| Grade 6 | MVPAOB | Shuttle run | Polygon backward | Standing long jump | Handgrip | Flamingo | Sit-ups | Plate tapping | Sit and Reach | APMath | |
| MVPAOB ( | All |
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| Shuttle run | All | 0.104 |
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| Polygon backward | All | −0.208 | −0.098 |
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| Standing long jump | All | 0.193 | 0.043 | −0.563 |
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| Handgrip | All | −0.037 | −0.002 | −0.090 | 0.207 |
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| Flamingo | All | −0.232 | −0.200 | 0.388 | −0.447 | −0.084 |
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| Sit-ups | All | 0.213 | 0.021 | −0.420 | 0.475 | 0.101 | −0.378 |
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| Plate tapping | All | 0.000 | −0.034 | −0.010 | 0.049 | −0.045 | 0.060 | −0.028 |
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| Sit and reach | All | 0.085 | 0.116 | −0.323 | 0.086 | 0.023 | −0.180 | 0.074 | −0.046 |
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Aerobic power calculated from 20 m shuttle run (
Model summary for the backward stepwise linear regression on the physical fitness change scores from Grade 6 to Grade 9, exclusively.
| Model |
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| Adjusted | Std. error of | Sum of | Degrees of | Mean square | Significance | |
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| the estimate | squares | freedom (df) | ||||||
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| 1 | 0.711 | 0.505 | 0.408 | 0.74268 | 98.020 | 9 | 10.891 | 19.745 | 0.000 |
| 2 | 0.711 | 0.505 | 0.483 | 0.74057 | 98.017 | 8 | 12.252 | 22.340 | 0.000 |
| 3 | 0.711 | 0.505 | 0.485 | 0.73854 | 97.997 | 7 | 14.000 | 25.666 | 0.000 |
| 4 | 0.709 | 0.503 | 0.486 | 0.73827 | 97.522 | 6 | 16.254 | 29.821 | 0.000 |
| 5 | 0.706 | 0.498 | 0.484 | 0.73948 | 96.659 | 5 | 19.353 | 35.353 | 0.000 |
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| 7 | 0.710 | 0.504 | 0.455 | 0.80156 | 58.816 | 9 | 6.535 | 10.171 | 0.000 |
| 8 | 0.710 | 0.504 | 0.460 | 0.79732 | 58.790 | 8 | 7.349 | 11.560 | 0.000 |
| 9 | 0.709 | 0.503 | 0.465 | 0.79382 | 58.667 | 7 | 8.381 | 13.300 | 0.000 |
| 10 | 0.708 | 0.501 | 0.469 | 0.79097 | 58.456 | 6 | 9.743 | 15.572 | 0.000 |
| 11 | 0.707 | 0.499 | 0.473 | 0.78808 | 58.259 | 5 | 11.652 | 18.761 | 0.000 |
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| 13 | 0.751 | 0.564 | 0.511 | 0.67202 | 43.283 | 9 | 4.809 | 10.649 | 0.000 |
| 14 | 0.751 | 0.564 | 0.518 | 0.66753 | 43.282 | 8 | 5.410 | 12.142 | 0.000 |
| 15 | 0.751 | 0.564 | 0.524 | 0.66316 | 43.279 | 7 | 6.183 | 14.059 | 0.000 |
| 16 | 0.751 | 0.564 | 0.530 | 0.65893 | 43.270 | 6 | 7.212 | 16.610 | 0.000 |
| 17 | 0.751 | 0.564 | 0.536 | 0.65500 | 43.238 | 5 | 8.648 | 20.156 | 0.000 |
| 18 | 0.748 | 0.559 | 0.537 | 0.65423 | 42.889 | 4 | 10.722 | 25.050 | 0.000 |
| 19 | 0.745 | 0.556 | 0.539 | 0.65269 | 42.622 | 3 | 14.207 | 33.350 | 0.000 |
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Data were analyzed for (A) entire sample (N = 184), (B) boys (N = 100) and (C) girls (N = 84), respectively. Final models are bolded for interest.
Predictors for each model consist of a constant, plus the change scores of: (1): tapping, shuttle run, math score, flamingo, polygon backward, handgrip, sit and reach, sit ups, standing long jump (2) tapping, shuttle run, math score, flamingo, polygon backward, handgrip, sit and reach, sit ups, (3) tapping, shuttle run, math score, polygon backward, handgrip, sit and reach, sit ups (4) tapping, shuttle run, math score, polygon backward, sit and reach, sit ups, (5) shuttle run, math score, polygon backward, sit and reach, sit ups, (6) math score, polygon backward, sit and reach, sit ups, (7) tapping, math score, shuttle run, flamingo, handgrip, polygon backward, sit and reach, sit ups, standing long jump, (8) tapping, math score, shuttle run, flamingo, handgrip, polygon backward, sit and reach, sit ups (9) math score, shuttle run, flamingo, handgrip, polygon backward, sit and reach, sit ups, (10) math score, shuttle run, handgrip, polygon backward, sit and reach, sit ups (11) math score, shuttle run, handgrip, sit and reach, sit ups, (12) math score, shuttle run, handgrip, sit ups, (13) tapping, handgrip, flamingo, shuttle run, polygon backward, math score, sit ups, standing long jump, sit and reach, (14) tapping, handgrip, flamingo, shuttle run, polygon backward, math score, sit ups, sit and reach, (15) tapping, handgrip, shuttle run, polygon backward, math score, sit ups, sit and reach, (16) tapping, shuttle run, polygon backward, math score, sit ups, sit and reach, (17) tapping, polygon backward, math score, sit ups, sit and reach, (18) tapping, polygon backward, math score, sit and reach, (19) tapping, polygon backward, math score, (20) polygon backward, math score. Final model compositions are bolded for interest.
Coefficients data for the first and final model for (A) entire sample (N = 184), (B) boys (N = 100), and (C) girls (N = 84), respectively.
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| Unstandardized coefficients | Standardized coefficients B | Significance | 95% confidence interval for B | Collinearity Statistics | |||||
| Model |
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| Std. error |
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| Lower bound | Upper bound | Tolerance | VIF |
| A1 | Constant | 3.628 | 0.129 | 28.070 | 0.000 | 3.373 | 3.883 | |||
| Δ Math grade | 0.544 | 0.043 | 0.691 | 12.547 | 0.000 | 0.459 | 0.630 | 0.953 | 1.049 | |
| Δ Standing long jump | 0.000 | 0.003 | 0.005 | 0.076 | 0.940 | −0.006 | 0.006 | 0.609 | 1.643 | |
| Δ Flamingo | −0.001 | 0.004 | −0.010 | −0.193 | 0.847 | −0.008 | 0.007 | 0.967 | 1.034 | |
| Δ Sit ups | −0.018 | 0.007 | −0.163 | −2.688 | 0.008 | −0.032 | −0.005 | 0.766 | 1.305 | |
| Δ Handgrip | 0.009 | 0.011 | 0.052 | 0.791 | 0.430 | −0.013 | 0.031 | 0.670 | 1.492 | |
| Δ Polygon backward | −0.031 | 0.018 | −0.096 | −1.759 | 0.080 | −0.067 | 0.004 | 0.908 | 1.101 | |
| Δ Sit and reach | 0.017 | 0.010 | 0.096 | 1.681 | 0.095 | −0.003 | 0.036 | 0.856 | 1.169 | |
| Δ Shuttle run | 0.002 | 0.002 | 0.064 | 1.142 | 0.244 | −0.004 | 0.016 | 0.873 | 1.145 | |
| Δ Tapping | 0.006 | 0.005 | 0.067 | 1.170 | 0.244 | −0.004 | 0.016 | 0.890 | 1.124 | |
| A6 | Constant | 3.706 | 0.115 | 32.292 | 0.000 | 3.480 | 3.933 | |||
| Δ Math grade | 0.546 | 0.043 | 0.693 | 12.790 | 0.000 | 0.462 | 0.630 | 0.975 | 1.026 | |
| Δ Sit ups | −0.014 | 0.006 | −0.121 | −2.219 | 0.028 | −0.026 | −0.002 | 0.939 | 1.065 | |
| Δ Polygon backward | −0.029 | 0.018 | −0.090 | −1.656 | 0.099 | −0.064 | 0.006 | 0.949 | 1.053 | |
| Δ Sit and reach | 0.021 | 0.009 | 0.122 | 2.236 | 0.027 | 0.002 | 0.040 | 0.930 | 1.076 | |
| B7 | Constant | 3.526 | 0.177 | 19.953 | 0.000 | 3.175 | 3.877 | |||
| Δ Math grade | 0.495 | 0.060 | 0.641 | 8.274 | 0.000 | 0.376 | 0.613 | 0.956 | 1.046 | |
| Δ Standing long jump | −0.001 | 0.005 | −0.023 | −0.199 | 0.843 | −0.011 | 0.009 | 0.409 | 2.446 | |
| Δ Flamingo | −0.002 | 0.005 | −0.037 | −0.491 | 0.624 | −0.011 | 0.007 | 0.912 | 1.097 | |
| Δ Sit ups | −0.027 | 0.010 | −0.235 | −2.631 | 0.010 | −0.047 | −0.007 | 0.681 | 1.468 | |
| Δ Handgrip | 0.022 | 0.015 | 0.141 | 1.416 | 0.160 | −0.009 | 0.053 | 0.561 | 1.783 | |
| Δ Polygon backward | −0.017 | 0.027 | −0.051 | −0.639 | 0.525 | −0.071 | 0.036 | 0.824 | 1.214 | |
| Δ Sit and reach | 0.013 | 0.017 | 0.069 | 0.773 | 0.442 | −0.020 | 0.046 | 0.702 | 1.425 | |
| Δ Shuttle run | 0.005 | 0.003 | 0.161 | 1.935 | 0.056 | 0.000 | 0.010 | 0.790 | 1.265 | |
| Δ Tapping | 0.003 | 0.007 | 0.040 | 0.476 | 0.635 | −0.011 | 0.018 | 0.751 | 1.331 | |
| B12 | Constant | 3.638 | 0.144 | 25.256 | 0.000 | 3.352 | 3.924 | |||
| Δ Math grade | 0.484 | 0.057 | 0.628 | 8.522 | 0.000 | 0.372 | 0.597 | 0.978 | 1.022 | |
| Δ Sit ups | −0.025 | 0.009 | −0.216 | −2.624 | 0.010 | −0.043 | −0.006 | 0.783 | 1.276 | |
| Δ Handgrip | 0.024 | 0.012 | 0.155 | 1.966 | 0.052 | 0.000 | 0.048 | 0.857 | 1.166 | |
| Δ Shuttle run | 0.005 | 0.002 | 0.155 | 1.993 | 0.049 | 0.000 | 0.010 | 0.879 | 1.137 | |
| C13 | Constant | 3.707 | 0.215 | 17.221 | 0.000 | 3.278 | 4.136 | |||
| Δ Math grade | 0.605 | 0.064 | 0.746 | 9.409 | 0.000 | 0.477 | 0.733 | 0.884 | 1.131 | |
| Δ Standing long jump | 0.000 | 0.005 | 0.002 | 0.027 | 0.978 | −0.010 | 0.102 | 0.811 | 1.233 | |
| Δ Flamingo | 0.001 | 0.010 | 0.006 | 0.082 | 0.935 | −0.019 | 0.021 | 0.896 | 1.115 | |
| Δ Sit ups | −0.008 | 0.009 | −0.066 | −0.821 | 0.415 | −0.026 | 0.011 | 0.906 | 1.103 | |
| Δ Handgrip | −0.003 | 0.021 | −0.011 | −0.137 | 0.891 | −0.045 | 0.039 | 0.893 | 1.120 | |
| Δ Polygon backward | −0.057 | 0.025 | −0.177 | −2.246 | 0.028 | −0.107 | −0.006 | 0.540 | 1.852 | |
| Δ Sit and reach | 0.014 | 0.015 | 0.077 | 0.915 | 0.363 | −0.016 | 0.043 | 0.688 | 1.453 | |
| Δ Shuttle run | −0.001 | 0.002 | −0.021 | −0.2552 | 0.802 | −0.005 | 0.004 | 0.849 | 1.178 | |
| Δ Tapping | 0.011 | 0.007 | 0.123 | 1.561 | 0.123 | −0.003 | 0.026 | 0.795 | 1.257 | |
| C20 | Constant | 3.909 | 0.095 | 41.187 | 0.000 | 3.721 | 4.098 | |||
| Δ Math grade | 0.590 | 0.061 | 0.728 | 9.628 | 0.000 | 0.468 | 0.712 | 0.930 | 1.076 | |
| Δ Polygon backward | −0.059 | 0.024 | −0.183 | −2.424 | 0.018 | −0.107 | −0.010 | 0.911 | 1.098 | |
Model summary for the backward stepwise linear regression on the physical fitness change scores from Grade 6 to Grade 9, with the inclusion of MVPAOB.
| Model |
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| Adjusted | Std. error of the estimate | Sum of squares | Degrees of freedom (df) | Mean square | Significance | |
| 1 | 0.851 | 0.724 | 0.625 | 0.62011 | 28.207 | 10 | 2.821 | 7.335 | 0.000 |
| 2 | 0.851 | 0.724 | 0.638 | 0.60954 | 28.200 | 9 | 3.133 | 8.433 | 0.000 |
| 3 | 0.849 | 0.721 | 0.646 | 0.60258 | 28.081 | 8 | 3.510 | 9.667 | 0.000 |
| 4 | 0.849 | 0.716 | 0.652 | 0.59753 | 27.906 | 7 | 3.978 | 11.166 | 0.000 |
| 5 | 0.843 | 0.711 | 0.656 | 0.59379 | 27.692 | 6 | 4.615 | 13.090 | 0.000 |
| 6 | 0.837 | 0.701 | 0.655 | 0.59453 | 27.310 | 5 | 5.462 | 15.453 | 0.000 |
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| 8 | 0.815 | 0.664 | 0.635 | 0.61196 | 25.867 | 3 | 8.622 | 23.024 | 0.000 |
| 9 | 0.799 | 0.638 | 0.618 | 0.61258 | 24.873 | 2 | 12.436 | 31.749 | 0.000 |
Data were analyzed for the entire sample (N = 39). Model at which point MVPA
Predictors for each model consist of a constant, plus the change scores of: (1): MVPA, handgrip, shuttle run, standing long jump, polygon backward, sit ups, sit and reach, flamingo, math score, tapping (2) MVPA, shuttle run, standing long jump, polygon backward, sit ups, sit and reach, flamingo, math score, tapping, (3) MVPA, shuttle run, standing long jump, polygon backward, sit ups, sit and reach, flamingo, math score, (4) MVPA, standing long jump, polygon backward, sit ups, sit and reach, flamingo, math score, (5) MVPA, polygon backward, sit ups, sit and reach, flamingo, math score, (6) MVPA, polygon backward, sit ups, flamingo, math score,
Coefficients data for the first and final model with the inclusion of MVPAOB.
| Unstandardized coefficients | Standardized coefficients | Significance | 95% confidence interval for B | Collinearity statistics | ||||||
| Model |
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| Lower bound | Upper bound | Tolerance | VIF |
| 1 | Constant | 5.029 | 0.572 | 8.788 | 0.000 | 3.857 | 6.201 | |||
| Δ Math grade | 0.650 | 0.092 | 0.786 | 7.087 | 0.000 | 0.462 | 0.837 | 0.803 | 1.245 | |
| Δ Standing long jump | −0.004 | 0.006 | −0.067 | −0.644 | 0.525 | −0.016 | 0.008 | 0.916 | 1.092 | |
| Δ Flamingo | 0.025 | 0.017 | 0.161 | 1.459 | 0.156 | −0.010 | 0.059 | 0.814 | 1.229 | |
| Δ Sit ups | −0.025 | 0.014 | −0.195 | −1.897 | 0.081 | −0.053 | 0.003 | 0.850 | 1.176 | |
| Δ Handgrip | 0.004 | 0.026 | 0.016 | 0.140 | 0.890 | −0.049 | 0.056 | 0.782 | 1.279 | |
| Δ Polygon backward | −0.052 | 0.032 | −0.179 | −1.640 | 0.112 | −0.117 | 0.013 | 0.825 | 1.213 | |
| Δ Sit and reach | −0.021 | 0.021 | −0.110 | −0.997 | 0.327 | −0.065 | 0.023 | 0.812 | 1.231 | |
| Δ Shuttle run | 0.003 | 0.004 | 0.096 | 0.819 | 0.420 | −0.004 | 0.010 | 0.715 | 1.399 | |
| Δ Tapping | 0.006 | 0.011 | 0.066 | 0.571 | 0.572 | −0.017 | 0.030 | 0.746 | 1.340 | |
| 9 | Constant | 4.071 | 0.137 | 29.730 | 0.000 | 3.793 | 4.349 | |||
| Δ Math grade | 0.621 | 0.084 | 0.751 | 7.415 | 0.000 | 0.451 | 0.791 | 0.980 | 1.021 | |
| Δ Sit ups | −0.024 | 0.013 | −0.185 | −1.828 | 0.076 | −0.050 | 0.003 | 0.980 | 1.021 | |
Data were analyzed for the entire sample (N = 39). Data are presented only for total data set, not stratified by sex.
Correlation coefficients for dependent measures determined for boys and girls in Grade 9.
| Grade 9 | MVPAOB | Shuttle run | Polygon backward | Standing long jump | Handgrip | Flamingo | Sit-ups | Plate tapping | Sit and reach | APMath | |
| MVPAOB | All |
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| Shuttle run | All | 0.513 |
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| Polygon backward | All | −0.283 | −0.425 |
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| Standing long jump | All | 0.305 | 0.603 | −0.321 |
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| Handgrip | All | 0.251 | 0.330 | −0.137 | 0.372 |
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| Flamingo | All | 0.009 | −0.256 | 0.349 | −0.291 | 0.001 |
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| Sit-ups | All | 0.288 | 0.576 | −0.241* | 0.588 | 0.325 | −0.229 |
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| Plate tapping | All | 0.052 | 0.335 | −0.207 | 0.286 | 0.224 | −0.094 | 0.274 |
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| Sit and reach | All | −0.168 | −0.023 | −0.206 | 0.180 | −0.159 | −0.387 | 0.149 | 0.120 |
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Aerobic power calculated from 20 m shuttle run (