TABLE V.
Performance metrics of predictive models: Root Mean Square Error, median and standard deviation
Client Ratings | Therapist Ratings | |||||||
---|---|---|---|---|---|---|---|---|
Overall | Goal | Task | Bond | Overall | Goal | Task | Bond | |
Baseline | 0.82 (0.21) | 0.86 (0.21) | 0.94 (0.24) | 0.85 (0.22) | 0.39 (0.31) | 0.61 (0.36) | 0.61 (0.42) | 0.36 (0.29) |
SVR | 0.63 (0.22) | 0.69 (0.22) | 0.74 (0.19) | 0.60 (0.25) | 0.31 (0.27) | 0.42 (0.30) | 0.50 (0.36) | 0.30 (0.23) |
Elastic Net | 0.65 (0.23) | 0.66 (0.22) | 0.68 (0.23) | 0.65 (0.23) | 0.37 (0.25) | 0.42 (0.31) | 0.53 (0.35) | 0.32 (0.23) |
Random Forest | 0.72 (0.18) | 0.73 (0.20) | 0.73 (0.18) | 0.77 (0.19) | 0.38 (0.21) | 0.43 (0.26) | 0.58 (0.28) | 0.36 (0.29) |