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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Reciprocal squared-discrepancy score

The denominator adds one to a sum of squared discrepancies across the selected sites. The score is one when every discrepancy is zero and decreases as their total squared magnitude grows. Its calibration changes with site count and discrepancy scale, so the name C5000…

Implementation mathematicsSource recovered; runtime not executed
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gh-eq-a021475adff6862bsource-comment-equation
−G10:C5000(t)=1/(1+Σdi(t)2)- G10: C₅₀₀₀(t) = 1/(1 + Σdᵢ(t)²)

Read the equation

The denominator adds one to a sum of squared discrepancies across the selected sites. The score is one when every discrepancy is zero and decreases as their total squared magnitude grows. Its calibration changes with site count and discrepancy scale, so the name C5000 identifies its project role rather than a universal measure.

Terms & definitions

TermMeaning in this source
C_5000

Project discrepancy score

d_i

Per-site discrepancy

How it works

Read the definition from its right-hand expression to the quantity on the left. Its surrounding source records the intended input, state, or parameter context. Where the source leaves an operation unspecified, this page preserves that gap.

Assumptions & limits

Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.

Original context

Read the surrounding source passage
 * - Differential Geometry: Fisher metric, geodesics, Ricci curvature
 * - Category Theory: functors, natural transformations, monads
 * - Stochastic Calculus: Itô SDE, Fokker-Planck
 * - Optimal Transport: Wasserstein distance, Kantorovich duality
 * - Gate5000 Binary Substrate (G1-G11):
 *   - G4: sᵢ(t+1) = H(Σw_{ji}·sⱼ - θᵢ)
 *   - G5: aᵢ(t+1) = tanh(α·Σu_{ji}·aⱼ + β)
 *   - G10: C₅₀₀₀(t) = 1/(1 + Σdᵢ(t)²)
 *   - G11: 16 DNA Families × 5000 Substrates = 80,000 sites
 */

#pragma once

#include <cmath>
#include <array>
#include <vector>
#include <complex>
#include <algorithm>
Exact original notation
- G10: C₅₀₀₀(t) = 1/(1 + Σdᵢ(t)²)

Related builds

Sources & provenance

01
Unified C++ seven-layer transition pipeline
Lines 13–13 · 33aa84f2aa61
02
Unified C++ seven-layer transition pipeline
Lines 13–13 · 33aa84f2aa61

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