Table 2.

Results for RNN-based psychiatric symptom recognition using word embeddings from multiple domains (%).

Corpus	Method	P	R	F-measure
None	Randomize	68.93	63.06	65.87
Psychiatric Notes	Target_only	70.82	64.05	67.26
Psychiatric Forum	Source_only	67.85	67.42	67.63
	Source+target	69.34	65.52	67.38
	Weighted_concatenate	72.01	64.05	67.80
	Retrain_source	71.60	64.84	68.05
Mimic	Source_only	69.66	65.16	67.34
	Source+target	67.86	66.71	67.28
	Weighted_concatenate	69.52	66.90	68.19
	Retrain_source	71.25	67.87	69.52
Wikipedia	Source_only	69.99	69.04	69.51
	Source+target	69.80	68.82	69.30
	Weighted_concatenate	71.42	66.86	69.07
	Retrain_source	69.50	66.19	67.80
MEDLINE	Source_only	72.18	63.85	67.76
	Source+target	71.82	64.05	67.71
	Weighted_concatenate	68.95	67.34	68.14
	Retrain_source	73.62	64.81	68.49