Using Generative AI for Stance Analysis of Public Comments on CDC’s Proposed Rules
Department of Health and Human Services · HHS/CDC
Overview
- Development stage
- DeployedSource: c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.
- High-impact designation
- Not high-impactSource: c) Not high-impact
- Impact justification
- Not reported
- Start date
- 2023-07 (month precision)Source: Jul-23
- Withheld from public reporting
- NoSource: a) No
Mission
- Topic area
- Administrative Functions
- Operational functions
- Summarization Derived by keyword rules; see methodology
Problem the AI is intended to solve
Manual review of public comments for rulemaking is labor-intensive and time-consuming due to the volume and diversity of responses. The AI system automates stance analysis and topic modeling to improve efficiency, accuracy, and insight in the review process.
Expected benefits
The AI system can save significant time for CDC’s public policy experts by automating the categorization and stance analysis of public comments, enabling faster and more comprehensive insight gathering for regulatory analysis. This supports compliance with legal requirements and improves the quality of public policy review.
System outputs
The system uses generative AI to analyze public comments, providing outputs such as stance (support/oppose/neutral), topics, and sentiment for each comment. These outputs aid regulatory analysts in reviewing and summarizing public feedback.
Technology
- AI classification
- Generative AISource: Generative AI: AI that generates new or synthetic content (e.g., images, videos, audio, text, code).
- System name(s)
- Not reported
- Custom-developed code
- Yes
- Public source code
- Not reported
Sourcing
- How it was built
- Developed in-houseSource: b) Developed in-house
- Vendor (as reported)
- Not reported
- Vendors (standardized)
- None on the standard list
A vendor is the supplier named by the agency. It does not identify the underlying model or AI technology.
Data and privacy
- Involves PII
- No
- Privacy Impact Assessment
- Not reported
- Authorization to Operate
- No
- Demographic features
- k) None of the above
- Training and evaluation data
- Public comments submitted in response to CDC’s proposed rules.
- Federal Data Catalog
- Not reported
Governance
0 of 8 minimum-practice questions answered. A blank answer means the agency reported nothing; it does not mean the practice is absent.
Potential impacts and how they were identified
Not reported