Educational companion dossier · Fact, interpretation, lived experience, clinical education, fiction, and mechanics are labeled separately. Scope & safety

LEARNING PATH // EDITORS, RESEARCHERS, JOURNALISTS, TEACHERS, ANALYSTS, FACT-CHECKERS, AND PUBLIC-INTEREST COMMUNICATORS

Attribution, Confidence, and Correction

Move from observed material through claim decomposition, evidence origin, confidence language, neutral verbs, correction, and a deterministic publication review.

Estimated total: 152 minutes

REAL-WORLD INTERPRETIVE Editorial synthesis or explanation derived from sources and explicitly open to correction.
Confidence
Moderate
Review
Editorial curation

Source boundary

This learning path is repository-authored curation of public educational routes. It records no participant testing, accepts no files or free text, sends no choices to a remote service, and grants no source authentication, specialist approval, accessibility certification, publication authority, activation authority, production approval, or tuning authority.

Current review status: Repository-authored WIP.26 synthesis — source authentication and relevant legal, editorial, privacy, security, archival, linguistic, cultural, accessibility, affected-community, and specialist review pending

REAL-WORLD INTERPRETIVE
01

Information Integrity, Attribution, Oversight, and Remedy

A source-bounded section on attribution ladders, claim ledgers, evidence-origin graphs, legal posture, source protection, oversight, metadata inference, specialist review packets, correction propagation, response, appeal, and remedy.

/international/information-integrity
REAL-WORLD INTERPRETIVE
02

The Attribution Ladder: From Observed Material to Demonstrated Effect

A rung-by-rung method for deciding whether public evidence supports only the existence of material, or also falsity, coordination, actor identity, sponsorship, intent, reach, and causal effect.

/international/information-integrity/attribution-ladder
REAL-WORLD INTERPRETIVE
03

Content, Behavior, Sponsorship, Reach, and Effect Are Different Claims

A practical guide to keeping false or misleading content, deceptive coordination, sponsor attribution, audience exposure, and demonstrated consequences analytically separate.

/international/information-integrity/content-behavior-sponsorship-reach-and-effect
REAL-WORLD INTERPRETIVE
04

Source Independence, Circular Reporting, and Source Laundering

A method for tracing many apparent confirmations back to their actual origins and identifying when actor-controlled or copied material acquires false authority through repetition.

/international/information-integrity/source-independence-circular-reporting-and-source-laundering
REAL-WORLD INTERPRETIVE
05

Claim Status, Analytic Confidence, and Editorial Verbs

A vocabulary for distinguishing claimed, observed, reported, corroborated, officially attributed, alleged in court, adjudicated, disproved, superseded, and unresolved statements.

/international/information-integrity/claim-status-confidence-and-editorial-verbs
REAL-WORLD INTERPRETIVE
06

Corrections, Versioning, and Reverification

A visible lifecycle for changing claim status, preserving earlier evidence states, propagating corrections, and reopening a judgment when source, law, context, or scope changes.

/international/information-integrity/corrections-versioning-and-reverification
REAL-WORLD INTERPRETIVE
07

Attribution Evidence Review Workbench

A deterministic, browser-local workbench that turns a bounded public claim state into AT-* review prompts covering rung mismatch, source independence, claimant labeling, evidence custody, reach/effect separation, correction, and identity risk.

/review-workbenches/attribution-evidence-review