Version 1.0 • December 2025
Technical Documentation
Technical specification documenting data acquisition protocols, anonymization procedures, semantic processing workflows, and access control architecture. Includes methodological limitations, jurisdictional constraints, and institutional governance framework.
Collection Architecture
Scraping protocols and rate limits
Processing Pipeline
NLP workflows and versioning
Access Controls
Tiered permissions and review process
Technical Specification
Available for download now. Comprehensive documentation of our research methodology and findings.
File Size
~288 KB
Length
12 pages
@article{Guo2025SilentForums,
author={Hongjin Guo},
title={Silent Forums Initiative:
Amplifying the Digital Voices
of the Margins},
institution={King's College London},
year={2025}
}