Table 6 Comparison of predicted and actual mental health status and sentiment for various models.
From: Multi task opinion enhanced hybrid BERT model for mental health analysis
Original text | Model | Predicted status | Actual status | Predicted sentiment | Actual sentiment |
|---|---|---|---|---|---|
Never experienced much stress also young hey guy yesterday something happened that made me extremely stressed like never stressed fucked health related talked friend felt better to feel a lot better.... | BERT | Suicidal | Depression | Positive | Positive |
RoBERTa | Suicidal | Depression | Positive | Positive | |
DistilBERT | Suicidal | Depression | Positive | Positive | |
Opinion-BERT | Depression | Depression | Positive | Positive | |
Sometimes feel like entire identity find a way to overcome working feel like the identity world shy introverted loner try break mold people view lowkey identity crisis think to keep sabotaging efforts change feel like AVPD sad sack trauma identity place world | BERT | Bipolar | Bipolar | Positive | Positive |
RoBERTa | Bipolar | Bipolar | Negative | Positive | |
DistilBERT | Bipolar | Bipolar | Negative | Positive | |
Opinion-BERT | Bipolar | Bipolar | Positive | Positive | |
Instead of thinking stuff night god wish could get fucking sleep | BERT | Normal | Normal | Neutral | Neutral |
RoBERTa | Normal | Normal | Neutral | Neutral | |
DistilBERT | Normal | Normal | Neutral | Neutral | |
Opinion-BERT | Normal | Normal | Neutral | Neutral | |
Quickest way stand life anymore nothing live to see future bleak boring reality sad one care one bit need quick easy way painless nothing else thanks suicide | BERT | Suicidal | Depression | Negative | Negative |
RoBERTa | Suicidal | Depression | Negative | Negative | |
DistilBERT | Suicidal | Depression | Negative | Negative | |
Opinion-BERT | Depression | Depression | Negative | Negative |
