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Table 2 An example for case study

From: Improving patient self-description in Chinese online consultation using contextual prompts

Initial description:

无感冒症状, 突然发烧, 嗓子红肿, 为何输液又烧?(There are no cold symptoms, got fever suddenly, and throat got inflamed. Why did he fever while receiving transfusion treatment?

True label:

Fever

No Prompts:

None

Predicted label:

Cold

Learned Prompts:

左右 (about), 退烧药 (antipyretics), 血常规 (blood routine examination)

Predicted label:

Fever

Certainty-based Prompts:

咳嗽 (cough), 鼻涕 (runny nose), 病毒 (virus)

Predicted label:

Cough

Uncertainty-based Prompts:

复查 (re-examination), 主任 (director), 体重 (weight)

Predicted label:

Cold