Methodology

Structured Data Model

Report fields include peptide category, peptide name, route, dose context, intended effects, positive effects, side effects, and optional demographics.

Aggregation Logic

• Per-peptide totals are calculated from submitted reports
• Categorical distributions are grouped and count-ranked
• Array fields are expanded and counted per selected label

Demographic Thresholding

Demographic breakdowns are hidden until minimum sample thresholds are reached for a peptide. This reduces over-interpretation of sparse data.

Reference Layer

Controlled peptide overview content is maintained separately from community report data and is intended to provide baseline context.