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 |