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. 2024 Jun 6;14:13008. doi: 10.1038/s41598-024-62697-6

Table 4.

Model accuracy, error and standard deviation.

R2 adj Original SD GAM SD Dev (%) MAE MAPE RMSE IOA AIC
VO2max 0.42 5.19 3.36 0.43 3.07 0.07 3.92 0.77 12,650.32
Handgrip_strength 0.78 9.04 8 0.79 2.9 0.15 4.17 0.94 12,917.68
Vertical_jump 0.6 6.85 5.28 0.6 3.35 0.16 4.32 0.86 13,080.14
Fat_mass 0.78 6.85 6.05 0.78 2.35 0.12 3.18 0.94 11,719.91
Muscle_mass 0.78 6.46 5.68 0.78 2.24 0.03 3.03 0.93 11,500.14
MFR 0.42 0.63 0.41 0.43 0.24 0.01 0.48 0.76 3157.65
HBMI 0.74 0.4 0.34 0.74 0.15 0.15 0.2 0.92 − 722.76

R2 adj Adjusted R2, Original SD Standard deviation of the original variable, GAM SD Model standard deviation, Dev (%) Deviance explained, MAE Mean Absolute Error, MAPE Mean Absolute Percentage Error, RMSE Root Mean Square Error, IOA Index of Agreement, AIC Akaike Information Criterion, VO2max maximal oxygen uptake, MFR muscle-fat-ratio, HBMI handgrip strength to body mass index.