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

Sent: sentiment-based feature set; meta: metaphor-based feature set; all: sent + meta.