Research Article
Predicting Mental Health Problems with Automatic Identification of Metaphors
Table 6
F1-score of baseline and MSM on six mental illnesses’ prediction.
| Method | Trotzek et al. | MSM | CNN | LR | All | Sent | Meta |
| Anxiousness | 0.57 | 0.65 | 0.64 | 0.51 | 0.54 | Depression | 0.50 | 0.64 | 0.67 | 0.51 | 0.58 | Inferiority | 0.46 | 0.63 | 0.62 | 0.51 | 0.71 | Sensitivity | 0.46 | 0.59 | 0.73 | 0.44 | 0.70 | Social phobia | 0.47 | 0.61 | 0.58 | 0.50 | 0.62 | Obsession | 0.42 | 0.69 | 0.66 | 0.50 | 0.59 | Average | 0.48 | 0.64 | 0.65 | 0.50 | 0.62 |
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Sent: sentiment-based feature set; meta: metaphor-based feature set; all: sent + meta.
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