Knowledge Integrity

Epistemology

How we classify 487 topics by evidential certainty — from established mainstream consensus to knowledge that exists outside the official narrative.

1
Fake News · 1–20
0% of all topics
Widely debunked. Internet has largely reached consensus this doesn't hold up.
17
Fringe · 21–40
3% of all topics
Limited evidence. Exists mostly in niche communities without broader substantiation.
388
Debated · 41–60
80% of all topics
Genuine disagreement. Credible voices on both sides. No consensus yet.
48
Suppressed · 61–80
10% of all topics
Evidence exists but has been institutionally gatekept, classified, or marginalised.
33
Grounded · 81–100
7% of all topics
Broad consensus across mainstream and alternative sources. Well-documented.
487
Knowledge Bands
Score Distribution
150100
μ = 54 · σ = 12
All 487 topics
Fake News
1 topics  ·  0%
Fringe
17 topics  ·  3%
Debated
388 topics  ·  80%
Suppressed
48 topics  ·  10%
Grounded
33 topics  ·  7%

By Era

The Past
164
1 fake news2 fringe147 debated10 suppressed4 grounded
The Present
84
5 fringe58 debated12 suppressed9 grounded
The Future
66
4 fringe49 debated11 suppressed2 grounded
The Eternal
173
6 fringe134 debated15 suppressed18 grounded
Score Scale
1 — Fake News20 — Fringe50 — Debated80 — Suppressed100 — Grounded