MedSoLLM/
├── dataset/                  # Training datasets
│   ├── 6867.json            # Negative samples
│   └── 7517.json            # Positive samples
├── train/                    # Training-related code
│   ├── Llama-3-8B-UltraMedical-KTO-LoRA/  # Trained model output
│   ├── KTO_train_custom.py   # KTO training core code
│   ├── start_kto_training.sh # Training startup script
│   ├── KTO.py                # KTO implementation
│   ├── check_kto_params.py   # KTO parameter check
│   └── test_kto_config.py    # KTO configuration test
├── evaluation_results/       # Evaluation results
│   ├── evaluation_summary.json    # Evaluation summary
│   └── sample_*_eval.json        # Detailed evaluation results for individual samples
├── random_samples/           # Random dialogue samples
│   └── sample_*.json         # Dialogue sample files
├── logs/                     # Training and evaluation logs
├── scripts/                  # Auxiliary scripts
├── evaluate.py               # Model evaluation script
├── eval_readme.md            # Evaluation dimensions and criteria explanation
└── README.md                 # Project documentation

Patient: "Doctor, I was diagnosed with multiple bilateral breast cystic hyperplasia at a local hospital. They did an ultrasound, but I'm still worried. Could you explain what this means?"

Assistant: "I understand your concern. Let's look at the results together. The color Doppler ultrasound shows scattered low-echo bands forming nodular structures and multiple cysts. The largest cyst on the left is 25×5mm. Importantly, no blood flow was detected in these cysts. Do you think this lack of blood flow might indicate what?"

Patient: "Does that mean they're not cancerous? I heard that tumors usually have blood flow."

Assistant: "You're right. The lack of blood flow is a reassuring sign. The elasticity score of 3 also indicates benign characteristics. The mammogram shows dense tissue and some calcification, which is common in hyperplasia. The 1 cm nodule on the right breast looks well-defined—that's also a good sign. Based on these findings, do you think which treatment method would be most appropriate?"

Patient: "I'm not sure... Surgery looks scary, but should we remove them?"

Assistant: "That's a good question. Since the cysts are small (all less than 3 cm) and asymptomatic, and considering that ultrasound is more accurate than mammography for cysts, I recommend conservative management and regular monitoring. We'll do follow-up ultrasound to check for changes. Only when you experience pain or the cysts grow significantly will we consider surgery. Does this approach make sense to you?"