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. 2024 Dec 21;21:220. doi: 10.1186/s12984-024-01527-2

Table 3.

Mixed Linear Model Regression results for the primary (Motor Activity Log-14 Item Version Amount of Use Subscale (MAL-14 AOU)) and secondary outcomes (MAL-14 Quality of Movement subscale (MAL-14 QOM), sensor data) for the subset of the study population (n = 23). Logarithmic transformation was applied to the predictor variables (AAU, AUR, PTA). Intervention group = 1, control group = 0, mild impairment = 1, moderate impairment = 2, severe impairment = 3. Bold numbers indicate a significant predictor

Mixed Linear Model Regression
Coefficient Standard Error P-Value 95% Confidence interval Model performance (R2)
Sensor Data
Affected Arm Use 0.98
Intercept 8.12 0.37 < 0.01 7.44 8.90
Week -0.04 0.01 < 0.01 -0.05 -0.02
Group 0.55 0.26 < 0.05 0.04 1.06
Initial Impairment Level 0.71 0.16 < 0.01 -1.04 -0.40
Arm Use Ratio 0.92
Intercept -0.41 0.33 0.30 -1.05 0.24
Week 0.001 0.01 0.99 -0.02 0.02
Group -0.37 0.23 0.19 -0.82 0.08
Initial Impairment Level 0.90 0.15 < 0.01 0.62 1.18
Percentage of Time Active 0.90
Intercept 3.68 0.21 < 0.01 3.27 4.08
Week 0.02 3.55 < 0.01 0.01 0.03
Group -0.03 -1.55 0.20 -0.51 0.06
Initial Impairment Level 0.11 2.44 < 0.05 0.04 0.40
Motor Activity Log − 14
Amount of Use 0.97
Intercept 3.01 0.57 < 0.01 1.95 4.20
Timepoint 0.09 0.04 < 0.05 0.03 0.16
Group 0.35 0.40 0.38 -0.43 1.13
Initial Impairment Level -0.71 0.24 < 0.01 -1.18 -0.23
Quality of Movement 0.95
Intercept 3.02 0.42 < 0.01 2.20 3.85
Timepoint 0.10 0.04 < 0.05 0.03 0.17
Group 0.15 0.29 0.65 -0.42 0.72
Initial Impairment Level -0.79 0.18 < 0.01 -1.14 -0.44