Yuting Guo, Swati Rajwal, Sahithi Lakamana, Chia-Chun Chiang, Paul C Menell, Adnan H Shahid, Yi-Chieh Chen Pharm D, Nikita Chhabra, Wan-Ju Chao, Chieh-Ju Chao, Todd J Schwedt, Imon Banerjee, Abeed Sarker
Migraine is a highly prevalent and disabling neurological disorder. However, information about migraine management in real-world settings is limited to traditional health information sources. In this paper, we (i) verify that there is substantial migraine-related chatter available on social media (Twitter and Reddit), self-reported by those with migraine; (ii) develop a platform-independent text classification system for automatically detecting self-reported migraine-related posts, and (iii) conduct analyses of the self-reported posts to assess the utility of social media for studying this problem...
2023: AMIA Summits on Translational Science Proceedings