FILE ON CANOOPTICONEntity

CANOOPTICON

bias and reliability are independent dimensions1. bias and reliability are independent dimensions.

3 SOURCES · 10 DOCUMENTED FACTS · 2 DISPUTED · OPENED 2026-07-24 · UPDATED 2026-07-24
On the record see profile →

bias and reliability are independent dimensions

The CANOPTICON Epistemological Framework: a synthesis across
“bias and reliability are independent dimensions”
VERIFIED — a word-for-word match in the stored source

bias and reliability are independent dimensions

NewsGuard's nine factors are synthesized into five actionable dimensions

starting from the outside view (base rates from similar past cases) and then adjusting for case-specific factors produces dramatically better-calibrated assessments than building estimates purely from case details

source access quality is assessed as DIRECT | PROXIMATE | INDIRECT | UNKNOWN

The CANOPTICON Epistemological Framework: a synthesis across
“Database field: `source_access: DIRECT | PROXIMATE | INDIRECT | UNKNOWN`”
VERIFIED — a word-for-word match in the stored source

political orientation is tracked separately from reliability

CANOOPTICON should apply proportionality

criminal conviction requires beyond reasonable doubt while civil liability requires only preponderance

The CANOPTICON Epistemological Framework: a synthesis across
“criminal conviction requires beyond reasonable doubt while civil liability requires only preponderance”
VERIFIED — a word-for-word match in the stored source

CANOOPTICON should display bias information as contextual metadata, not as a quality indicator

The system should log every update, creating an auditable trail of how assessments evolved

The CANOPTICON Epistemological Framework: a synthesis across
“The system should log every update, creating an auditable trail of how assessments evolved”
VERIFIED — a word-for-word match in the stored source
Disputed — who says what, against what see standalone →

These are things people say about CANOOPTICON that aren't settled fact — each one attributed to who's actually claiming it, so a claim never quietly passes as established just because it showed up in a document. Weigh it yourself.

Disputed
"the system requires identification of at least three hypotheses, following Heuer's ACH methodology"
Unattributed assertion · stance: neutral
Not yet independently weighed — one source's claim, unconfirmed elsewhere.
The CANOPTICON Epistemological Framework: a synthesis across ↗
Disputed
"a left-leaning investigative outlet can be highly reliable"
Unattributed assertion · stance: pro
The evidence on file mostly supports this, but it's still someone's claim, not a settled fact.
The CANOPTICON Epistemological Framework: a synthesis across ↗
People
Heuerother
Tetlockother
Popperother
Keeleyother