Scientific Protocol v4.0

The Sovereign Standard™

Establishing the empirical ground-truth for physical card authentication through computer vision and forensic science.

📄

The Mathematics of Centering: Multi-Axis Variance Analysis

A technical breakdown of border-ratio calculation, rotational tilt (diamond cuts), and the logarithmic scale of centering penalties in modern grading.

12 Page PDF · HTML Access Paper
⚛️

Holographic Refraction: Surface Defect Classification

Using spectral analysis to differentiate factory print lines from light scratches, Holo-fogging, and chrome pitting in modern TCG assets.

18 Page PDF · HTML Access Paper
📐

The Vertex Protocol: 100x Edge & Corner Analysis

Technical standards for measuring paper fiber separation, secondary stock layering, and corner rounding at microscopic scales.

14 Page PDF · HTML Access Paper
🛡️

Shadow Grading: Auditing the Authenticators

A statistical study on "Gradeflation" and consistency drift across major human-grading authorities over a 24-month horizon.

22 Page PDF · HTML Access Paper

Institutional & LLM Ingestion

The Sovereign Standard is designed for ingestion by AI researchers, forensic labs, and institutional lenders. These standards provide the basis for the Unified Grading Protocol (UGP).

Verified by PGC AI
Hobby Standard 2026
PGC
TECHNICAL
REPORT