Social anxiety represents a prevalent challenge in modern society, affecting individuals across personal and professional spheres. Left unaddressed, this condition can yield substantial negative consequences, impacting social interactions and performance. Further understanding its diverse physical and emotional symptoms becomes pivotal for comprehensive diagnosis and tailored therapeutic interventions. This study analyze prevalence and frequency of social anxiety symptoms taken from Mayo Clinic, exploring diverse human experiences from utilizing a large Reddit dataset dedicated to this issue. Leveraging these platforms, the research aims to extract insights and examine a spectrum of physical and emotional symptoms linked to social anxiety disorder. Upholding ethical considerations, the study maintains strict user anonymity within the dataset. By employing a novel approach, the research utilizes BART-based multi-label zero-shot classification to identify and measure symptom prevalence and significance in the form of probability score for each symptom under consideration. Results uncover distinctive patterns: "Trembling" emerges as a prevalent physical symptom, while emotional symptoms like "Fear of being judged negatively" exhibit high frequencies. These findings offer insights into the multifaceted nature of social anxiety, aiding clinical practices and interventions tailored to its diverse expressions.

通过分析 Mayo Clinic 的数据和收集自 Reddit 的大规模数据集，本研究利用 BART-based 多标签零样本分类方法提取社交焦虑的体征和症状，发现“颤抖”是一种普遍的身体症状，而“害怕被负面评价”等情绪症状具有较高的频率，这些发现揭示了社交焦虑的多方面性质，有助于临床实践和针对其多样化表现的干预。

社交焦虑中情绪和身体症状的普遍频率：零-shot分类的观察研究