FemHealth Bias Detection Methodology: A Transparency Framework for Gender Equity Analysis in Medical Research Literature

This paper describes the transparency framework used in FemHealth.science to surface gender representation signals in medical research literature. It outlines the categories of indicators shown to users, the data sources consulted, major limitations, and the principles used to communicate confidence and bias signals. Implementation details, rule sets, and internal extraction logic are proprietary and are not disclosed in full.