Table 5.
Comparison between the ground-truth symptoms (labeled by a human expert) and the symptoms estimated by the fine-tuned GPT-3.5 Turbo model, with 4 metrics for each transcript segment.
| Transcript segment | Ground-truth symptom | Estimated symptom | Accuracy, precision, recall, and F1-score |
| ...Yes, there is such a stereotype. But in reality, as I walk around so energetically, people start imitating the way I walk, saying things like “You're like a gangster,”...Anyway, being swept up in that group, within the circle of physical education, I think I just showed my true personality. | None | None | 1, 1, 1, and 1 |
| ...Back then, I felt so trapped and thought that maybe I shouldn't have come from North Korea. Such thoughts crossed my mind....In reality, I couldn't live in North Korea anymore. It was really tough back then, especially while I was in China. | None | Negative change in mood | 0, 0, 0, and 0 |
| ...Yes, so when I first came to South Korea, the sound of ambulances was so overwhelming. Every time I heard an ambulance, I would instinctively jump and move to hide my body. In the past, I would unconsciously find a place to hide whenever I heard an ambulance siren. | Arousal | Arousal | 1, 1, 1, and 1 |
| ...Instead, when I go home in the evening, I can't sleep. If I spend the day feeling a certain way, it keeps me up at night. So, I calm myself with a drink. After having a drink, I'm able to sleep a bit.... | Alcohol dependence and insomnia | Insomnia | 0.5, 1, 0.5, and 0.67 |
| ...But it feels like a vicious cycle. Those experiences from childhood, marriage, childbirth, and then the challenges in communication and culture – it all stems from experiences I had when I was young....I made choices irresponsibly, without loving myself, just thinking I need to be protected, and just making choices haphazardly. | Negative self-image and negative change in cognition | None | 0, 0, 0, and 0 |