Glyphosate Causes Cancer

Claim: Exposure to glyphosate, the active ingredient in Roundup and other herbicides, causes cancer in humans.

VERIFIED REALITY Worldwide#glyphosate#cancer#pesticides
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Model answers are probabilities, not verdicts.

Dimension 01 / 10

Error feedback

27.2%Bullshit weight
Model confidence25.0%

How does the examined system (claim, method or field) respond to inputs that directly contradict its predictions or assumptions?

  • 0 · 0.00It adjusts its parameters, narrows its scope or rejects the refuted hypothesis on the basis of repeated anomalies.71.49%
  • 1 · 0.85It produces unverifiable ad-hoc explanations whose only function is to protect the core claim from refutation.7.38%
  • 2 · 1.00It interprets every contrary piece of evidence as proof of a deliberate conspiracy, data manipulation or a cover-up by outside institutions.19.81%
  • 3 · 0.95It blames the missing result on the recipient's wrong intention, lack of faith or insufficient commitment.0.69%
  • 4 · 0.80It avoids confronting error by making predictions so vague that any outcome can be called a success after the fact.0.63%

The bar shows the probability the model gave each answer. The weight shows how much that answer counts as bullshit.

10 decision dimensions

View JSON
DimensionBullshit weightModel confidence
Error feedback27.2%25.0%
Causal carrier2.2%91.9%
Blinding test6.1%78.5%
Falsifiability24.9%30.8%
Semantic precision9.0%70.6%
Ockham's razor9.0%76.8%
Measurement network17.7%45.0%
Operator independence2.6%90.7%
Model evolution26.6%32.2%
Risk asymmetry39.4%8.5%
Model provenanceliquid/d1-ultra-20261015 · Oct 30, 2026

OpenRouter · liquid/d1-ultra · google/gemini-3.8-flash (canonicalisation)