Supplementary Table S28. Network Meta-Regression Analysis of Pre-Specified Effect Modifiers to Evaluate Transitivity Across Performance Outcomes.
Outcome Variable Coef. Std. Err. z P>|z| [95% Conf. Interval]
5 m Sprint Age/Maturation .0421 .0215 1.96 0.050 .0000, .0842
Playing Standard .0312 .0458 0.68 0.496 -.0585, .1209
Season Phase -.0104 .0321 -0.32 0.746 -.0733, .0525
Baseline Ability .1105 .0542 2.04 0.041 .0043, .2167
20 m Sprint Age/Maturation .0235 .0184 1.28 0.201 -.0126, .0596
Playing Standard .1311 .1308 1.00 0.316 -.1253, .3875
Season Phase .0452 .0512 0.88 0.379 -.0551, .1455
Baseline Ability .0984 .0423 2.33 0.020 .0155, .1813
30 m Sprint Age/Maturation .0156 .0245 0.64 0.524 -.0324, .0636
Playing Standard .0842 .0712 1.18 0.237 -.0553, .2237
Season Phase -.1204 .0654 -1.84 0.066 -.2486, .0078
Baseline Ability .2104 .0952 2.21 0.027 .0238, .3970
40 m Sprint Age/Maturation .0087 .0312 0.28 0.780 -.0524, .0698
Playing Standard .0543 .0821 0.66 0.509 -.1066, .2152
Season Phase .1842 .0912 2.02 0.043 .0054, .3630
Baseline Ability .2511 .1124 2.23 0.026 .0308, .4714
Squat Jump (SJ) Age/Maturation 1.4210 .6532 2.18 0.029 .1407, 2.7013
Playing Standard .8542 .9214 0.93 0.352 -.9517, 2.6601
Season Phase -.4210 .5123 -0.82 0.412 -1.4251, .5831
Baseline Ability 1.1024 .4521 2.44 0.015 .2163, 1.9885
Countermovement Jump (CMJ) Age/Maturation 1.1245 .4852 2.32 0.020 .1735, 2.0755
Playing Standard .5210 .8124 0.64 0.522 -1.0713, 2.1133
Season Phase .2145 .3214 0.67 0.503 -.4154, .8444
Baseline Ability .9421 .4124 2.28 0.023 .1338, 1.7504
Change of Direction (COD) Age/Maturation .0312 .0254 1.23 0.219 -.0186, .0810
Playing Standard .0842 .0412 2.04 0.041 .0034, .1650
Season Phase .0102 .0214 0.48 0.631 -.0317, .0521
Baseline Ability .1204 .0512 2.35 0.019 .0200, .2208
Maximal Strength (1RM) Age/Maturation 3.2145 1.8421 1.75 0.081 -.3960, 6.8250
Playing Standard 5.2142 2.1052 2.48 0.013 1.0880, 9.3404
Season Phase 1.1024 1.4521 0.76 0.447 -1.7437, 3.9485
Baseline Ability 4.4210 1.9521 2.26 0.024 .5949, 8.2471
This table presents a comprehensive network meta-regression analysis to evaluate potential effect modifiers across eight performance outcomes. Variables including Age/Maturation, Playing Standard, Season Phase, and Baseline Ability were pre-specified to assess their impact on intervention efficacy and ensure the assumption of transitivity. Coefficients (Coef.) represent the change in Mean Difference (MD) per unit change in the modifier, with P-values in bold denoting statistical significance (P < 0.05). The significant influence of Baseline Ability across all outcomes and Age/Maturation in jump tests (SJ and CMJ) confirms their roles as key modifiers, while the lack of significant interaction for Playing Standard and Season Phase in sprint acceleration (5 m-20 m) indicates that the comparative hierarchical rankings remain stable across these participant characteristics. All participant-related modifiers were analyzed in separate univariable network meta-regression models. No multivariable models were fitted. Covariate data were complete for all included studies; therefore, no imputation was required and no studies were excluded because of missing covariate information. Findings should be interpreted cautiously because some outcome networks were sparse.