Table 3 Parametric coefficients of the GAM model for dependent variables and approximate significance of smooth terms.
From: Predictive approach of health indicators from the physical activity habits of active youth
Parametric coefficients | VO2max | Handgrip_strength | Vertical_jump | Fat_mass | Muscle_mass | MFR | HBMI | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Estimate | Std Error | Estimate | Std Error | Estimate | Std Error | Estimate | Std Error | Estimate | Std Error | Estimate | Std Error | Estimate | Std Error | |
(Intercept) | 48.43** | 1.05 | 7.47** | 1.16 | 6.34** | 1.35 | 35.40** | 1.22 | 60.94** | 1.15 | 0.84** | 0.16 | 0.42** | 0.06 |
general_sport (individual modality) | 0.80 | 0.67 | 0.79 | 0.71 | 0.28 | 0.73 | − 0.13 | 0.54 | 0.17 | 0.52 | 0.03 | 0.08 | 0.05 | 0.03 |
general_sport (invasion modality) | 0.95** | 0.28 | − 0.06 | 0.30 | 0.09 | 0.31 | − 0.24 | 0.23 | 0.24 | 0.22 | 0.05 | 0.03 | − 0.01 | 0.01 |
general_sport (combat modality) | − 1.31* | 0.55 | 0.17 | 0.58 | 0.50 | 0.60 | − 0.41 | 0.45 | 0.37 | 0.43 | 0.09 | 0.07 | 0.00 | 0.03 |
skill_sport (closed modality) | − 0.20 | 0.66 | − 0.50 | 0.70 | − 0.40 | 0.72 | 0.19 | 0.54 | − 0.17 | 0.51 | 0.01 | 0.08 | − 0.04 | 0.03 |
Sex | − 2.76** | 0.24 | − 1.55** | 0.26 | − 1.59** | 0.26 | 3.60** | 0.20 | − 3.25** | 0.19 | − 0.32** | 0.03 | − 0.08** | 0.01 |
Age | − 0.58** | 0.11 | 0.98** | 0.11 | 1.35** | 0.12 | − 0.69** | 0.09 | 0.66** | 0.08 | 0.05** | 0.01 | 0.05** | 0.01 |
age_group (10–13) | 2.42** | 0.64 | 1.61** | 0.57 | 1.31 | 0.89 | − 4.26** | 1.00 | 4.11** | 0.94 | 0.05 | 0.12 | 0.07* | 0.04 |
age_group (14–17) | 0.85 | 1.27 | 0.17 | 1.19 | 1.11 | 1.83 | − 3.20* | 1.47 | 3.13* | 1.40 | 0.19 | 0.16 | − 0.04 | 0.09 |
hours_per_week | 0.25** | 0.04 | − 0.01 | 0.04 | 0.16** | 0.05 | − 0.08* | 0.03 | 0.08* | 0.03 | − 0.01 | 0.01 | − 0.01 | − 0.01 |
years_of_practice | 0.26** | 0.04 | 0.06 | 0.04 | 0.11** | 0.04 | − 0.04 | 0.03 | 0.04 | 0.03 | 0.01* | − 0.01 | − 0.01 | − 0.01 |
kidmed | 0.10** | 0.04 | 0.07 | 0.04 | − 0.03 | 0.04 | 0.02 | 0.03 | − 0.02 | 0.03 | − 0.01 | − 0.01 | − 0.01* | − 0.01 |
Aproximate significance of smooth terms | F | edf | F | edf | F | edf | F | edf | F | edf | F | edf | F | edf |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
s(weight):age(6–9) | 1.63** | 0.97 | 1.55** | 1.61 | 7.41** | 1.00 | 39.48** | 3.86 | 38.86** | 3.80 | 6.18** | 2.43 | 0.01 | 0.15 |
s(weight):age(10–13) | 0.09 | 0.99 | 1.48** | 1.58 | 0.58** | 2.28 | 5.96** | 4.95 | 5.92** | 4.95 | 8.36** | 0.99 | 0.54** | 2.53 |
s(weight):age(14–17) | 1.5** | 3.86 | 1.00** | 0.97 | 1.10** | 3.07 | 0.26 | 1.94 | 0.28 | 2.01 | 0.11 | 0.92 | 0.82** | 3.41 |
s(height):age(6–9) | 2.01** | 2.15 | 0.61** | 0.88 | 4.45** | 2.21 | 17.37** | 4.70 | 17.49** | 4.68 | 3.24** | 2.39 | 4.34** | 1.79 |
s(height):age(10–13) | 1.94** | 3.39 | 1.31** | 3.38 | 3.05** | 2.22 | 7.13** | 0.99 | 7.36** | 0.99 | 10.22** | 2.25 | 1.96** | 3.27 |
s(height):age(14–17) | 1.00** | 2.79 | 6.68** | 5.88 | 0.89** | 1.69 | 2.63** | 2.98 | 2.74** | 3.01 | 1.77** | 2.74 | 9.00** | 5.73 |
s(bmi):age(6–9) | 0.47** | 1.75 | − 0.01 | − 0.01 | − 0.01 | − 0.01 | 0.15 | 1.52 | 0.14 | 1.48 | 0.06 | 0.68 | 5.86** | 0.99 |
s(bmi):age(10–13) | 14.54** | 3.80 | 1.49** | 4.10 | 6.15** | 3.77 | 3.86** | 4.64 | 3.88** | 4.68 | 1.61** | 2.49 | 2.94** | 2.54 |
s(bmi):age(14–17) | 2.75** | 5.77 | 1.04** | 2.68 | 1.65** | 6.00 | 18.37** | 3.07 | 17.35** | 3.14 | 8.32** | 3.53 | 1.10** | 3.23 |