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. 2026 Apr 23;13:e90316. doi: 10.2196/90316

Table 1.

Mean absolute error of grip strength estimation models across different smartphone tasks.

Task Random forest (kg), mean absolute error (SD) Support vector machine (kg), mean absolute error (SD) Gradient boosting (kg), mean absolute error (SD) k-nearest neighbors (kg), mean absolute error (SD)
Tap 3.62 (0.24) 3.17 (0.20) 3.27 (0.29) 3.48 (0.29)
Flick 3.99 (0.23) 3.52 (0.17) 3.57 (0.20) 3.60 (0.34)
Drag 3.84 (0.31) 3.46 (0.26) 3.54 (0.31) 3.48 (0.24)
All 3.48 (0.21) 2.62 (0.18) 3.07 (0.28) 2.90 (0.12)