Table 4. Spearman correlation and bootstrapped confidence intervals of predicted scores with manually assigned scores per model and schema.
Schema | Model Outcome | |||||
---|---|---|---|---|---|---|
kNN-C | kNN-R | SVM | SVR | per-schema RNNs | multi-label RNN | |
Attachment | 0.55 [0.51,0.60] | 0.63 [0.59,0.65] | 0.65 [0.61,0.68] | 0.68 [0.65,0.70] | 0.73 [0.70,0.76] | 0.67 [0.66,0.72] |
Competence | 0.69 [0.64,0.73] | 0.66 [0.63,0.69] | 0.68 [0.65,0.72] | 0.64 [0.61,0.67] | 0.76 [0.72,0.79] | 0.66 [0.64,0.69] |
Global self-evaluation | 0.40 [0.33,0.46] | 0.41 [0.36,0.46] | 0.36 [0.31,0.40] | 0.49 [0.45,0.52] | 0.58 [0.54,0.63] | 0.49 [0.45,0.53] |
Health | 0.74 [0.65,0.81] | 0.53 [0.44,0.60] | 0.73 [0.65,0.81] | 0.35 [0.31,0.40] | 0.75 [0.65,0.82] | 0.35 [0.31,0.39] |
Power and Control | 0.11 [0.02,0.18] | 0.23 [0.17,0.27] | nan [0.00,1.00] | 0.31 [0.26,0.35] | 0.28 [0.20,0.35] | 0.31 [0.27,0.34] |
Meta-cognition | nan [0.00,1.00] | 0.10 [0.01,0.20] | nan [0.00,1.00] | 0.11 [0.06,0.16] | -0.01 [0.00,-0.01] | 0.11 [0.06,0.14] |
Other people | 0.28 [0.00,1.00] | 0.24 [0.17,0.31] | nan [0.00,1.00] | 0.19 [0.14,0.24] | 0.22 [0.07,0.33] | 0.16 [0.10,0.20] |
Hopelessness | 0.48 [0.44,0.55] | 0.51 [0.47,0.56] | 0.49 [0.43,0.53] | 0.54 [0.51,0.57] | 0.63 [0.56,0.68] | 0.53 [0.50,0.56] |
Other’s views on self | 0.45 [0.41,0.51] | 0.46 [0.42,0.50] | 0.48 [0.43,0.53] | 0.52 [0.48,0.55] | 0.58 [0.52,0.63] | 0.50 [0.47,0.54] |
The abbreviation nan that resulted for some schemas and some models stands for not a number and is caused by the absence of variance in the prediction (see text for details).