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. Author manuscript; available in PMC: 2018 Nov 1.
Published in final edited form as: J Biomed Inform. 2017 Jun 15;75 Suppl:S129–S137. doi: 10.1016/j.jbi.2017.06.014

Table 5.

Comparison between top (ranks 1–10 and 101–110) candidate psychiatric symptoms generated by using our approach and TF-IDF for semantic similarity calculation.

Rank Sentence embedding +forum TF-IDF
1 bipolar disorder obsessive compulsive disorder
2 poor concentration bipolar disorder
3 intrusive memories a head
4 postpartum depression bipolar 1 disorder
5 dry mouth is easily distracted
6 self harm a major depressive episode
7 agoraphobia poor concentration
8 chills fatigue
9 difficulty breathing dry mouth
10 hot flashes intrusive memories
101 ptsd and depression an
102 anxiety and pain to
103 mania suicide attempts
104 persistent headache teen
105 alcohol abuse reported avoidance
106 tired his shoulder
107 dying pain control
108 hopelessness a distressing pain
109 fatigue and/or headaches significant avoidance
110 chronic fatigue and pain disorder