Table 3 Experimental results on the development set of the DAIC-WOZ data set
From: Towards automatic text-based estimation of depression through symptom prediction
Model | Binary Diagnosis Eval | PHQ-8 Score Severity Eval | 5-Class Severity Eval | |||
|---|---|---|---|---|---|---|
\(miF_1\) \(\pm \sigma\) | \(maF_1\) \(\pm \sigma\) | \(\text {MAE}\) \(\pm \sigma\) | \(ma\text {MAE}\) \(\pm \sigma\) | miF1-5c \(\pm \sigma\) | maF1-5c \(\pm \sigma\) | |
Binary Diagnosis | 0.806 ± 0.031 | 0.798 ± 0.031 | - | - | - | - |
5-Class Diagnosis | 0.739 ± 0.049 | 0.713 ± 0.058 | - | - | 0.503 ± 0.049 | 0.237 ± 0.017 |
PHQ-8 Score Diagnosis | 0.600 ± 0.030 | 0.507 ± 0.026 | 5.51 ± 0.06 | 6.01 ± 0.08 | 0.255 ± 0.024 | 0.159 ± 0.018 |
Symptom-based Diagnosis | 0.752 ± 0.035 | 0.719 ± 0.047 | 3.61 ± 0.12 | 4.11 ± 0.18 | 0.442 ± 0.106 | 0.286 ± 0.063 |