Viral Vitalism

Evidence Filter

Every serious health claim should show its signal strength.

Not all health claims deserve the same level of confidence. Viral Vitalism uses an evidence filter to help readers understand what a claim is based on, what it may mean, and what is still uncertain.

Not all health claims deserve the same level of confidence. A large human trial, a small pilot study, an observational association, an animal study, a mechanistic theory, expert commentary, and a meme are not the same thing.

Viral Vitalism uses an evidence filter to help readers understand what a claim is based on, what it may mean, and what is still uncertain.

The goal is not to make health content boring. The goal is to make it honest enough to trust and clear enough to use.

Human trial

Findings from human intervention research. Stronger than mechanisms, but still dependent on study size, population, endpoints, and replication.

Early evidence

Promising but limited human data, pilot studies, or research that needs more confirmation.

Observational

Associations in population data. Useful for patterns, but not proof of cause and effect.

Mechanistic

Biological plausibility from pathways, cells, animals, or theory. Interesting, but not the same as proven human benefit.

Expert context

Interpretation from qualified voices or consensus-style reasoning. Useful, but should not replace evidence.

Meme / satire

Culture, humor, and commentary. Shareable, but not medical guidance.

Vital Signals

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