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. 2024 Oct 24;8:e58418. doi: 10.2196/58418

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