Viral Vitalism

SCORING MODEL: VV SIGNAL SCORE 1.0

A score for separating useful signal from health noise.

VV Signal Score 1.0 is the scoring model used across Viral Vitalism articles to summarize the strength and usability of a health claim. It translates the VV Evaluation Matrix v1.0 into a clearer reader-facing signal.

What the Score Is

The score is not a medical recommendation, certainty rating, or universal truth label. It is a structured summary of how much signal appears to exist based on the available evidence, uncertainty, risk, and context.

What the Score Considers

Evidence quality

Human relevance

Mechanistic support

Safety and downside

Replication

Incentive distortion

Cost and practicality

Testing and measurability

Population specificity

Confidence level

What a High Score Means

A high VV Signal Score suggests that a claim has stronger support, clearer human relevance, better-defined risk, and more practical usefulness. It does not mean “do this.”

What a Low Score Means

A low score does not always mean a claim is false. It may mean the claim is early, speculative, overhyped, poorly measured, too risky, or not yet supported by meaningful human evidence.

How It Connects to the Matrix

VV Signal Score 1.0 is derived from the same thinking behind VV Evaluation Matrix v1.0. The Matrix creates the structure. The Score makes the result readable.

Scorecard Display

Overall VV Signal Score

/100

A structured summary, never a medical recommendation.

Signal Strength

Human Evidence

Mechanistic Plausibility

Risk / Downside

Cost / Practicality

Uncertainty

VV Signal Score 1.0

Use the Viral Vitalism framework system to make health claims clearer, more contextual, and easier to evaluate.

View VV Evaluation Matrix v1.0

Viral Vitalism is an educational publication, not medical advice.