Combined Use of Topic-Analysis and LLMs on Online Peer-to-Peer Medicaid Discussions to Detect the Impact of HR1 on Individuals Medicaid Experience Across The US

Medicaid is a government program providing benefits to 1 in 5 people in the US, including medical care for children and adults, long-term care for the elderly, and home/community-based services for the disabled[1]. Effective January 1st 2027, HR1 (One Big Beautiful Bill) passed by Congress will implement new administrative requirements to Medicaid expected to strip benefits from 1.8 million adults, children, and seniors[2]. As each US state administers Medicaid independently, the timing, frequency, and severity of those losses may vary across states. Monitoring that human impact requires an de

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