Understand the idea, test it actively, then explain it in your own words.
You will leave with
Trace a claim beyond generated text distinguish primary source, secondary analysis, corroboration, citation, and provenance build a claim-to-evidence chain that preserves dates, scope, method, and uncertainty
Time
30 min
Before you begin
General AI Literacy units 07 and 08 are useful preparation, but this path restates the verification and control concepts it needs.
Do this now
Read the outcomes and useful terms before the first section.
distinguish primary source, secondary analysis, corroboration, citation, and provenance
build a claim-to-evidence chain that preserves dates, scope, method, and uncertainty
Terms you will use
These definitions prepare you for the reading; you do not need to memorize them.Primary source
The original record, dataset, law, study, statement, artifact, or direct evidence closest to the event or claim being examined.
Corroboration
Independent evidence that supports, qualifies, or contradicts a claim rather than merely repeating the same origin.
Provenance
Information about an item’s origin, creation, custody, and transformations; it supports traceability but does not by itself prove accuracy.
01
A citation is an address, not a verdict
A link can point to a real document yet fail to support the sentence attached to it. The document may report a different population, use an older version, quote another source, or present a forecast as one scenario. Open the source and find the specific evidence.
Authority is contextual. A regulator can be authoritative about its own guidance, a statistical office about its methods and data, and a company about its announced product terms. None automatically establishes independent performance, social effect, or the truth of every claim in its domain.
02
Trace the chain to its origin and method
Generated text may cite journalism that cites a press release that summarizes a study. Each step can add interpretation. Follow the chain until you reach the evidence needed for the question, then inspect date, definitions, sample, geography, comparison, limitations, and incentives.
The nearest source is not always sufficient alone. A company release may be primary evidence that the company made a claim, while independent testing is needed to assess the capability. A law’s official text establishes wording; qualified interpretation may still be needed for application.
03
Provenance and corroboration answer different questions
Provenance can show where a document came from, when it was created, and whether known transformations were recorded. This can help detect misattribution or unexplained editing. It cannot prove that the original creator was honest, informed, or correct.
Corroboration asks whether independent evidence converges. Independence matters: ten sites copying one post are one origin, not ten confirmations. A strong conclusion records both the chain of custody and the chain of support, including gaps and contradiction.
Interactive model
A claim-to-evidence chain
Selected layerClaim
Write the exact proposition, date, place, population, and degree of certainty being assessed.
Read the complete text alternative
ClaimWrite the exact proposition, date, place, population, and degree of certainty being assessed.
Source pathFollow citations and quotations to the original record or method relevant to that proposition.
Fit and corroborationCheck scope, definitions, incentives, independent evidence, and meaningful contradiction.
JudgmentState what the evidence supports, what it does not, and when the conclusion needs review.
Misconception to correct
“A verified origin proves that the content is true.”
Provenance can authenticate origin and transformations. The originating person or institution can still be mistaken, deceptive, incomplete, or outside its expertise.
Active checks
Decide, then compare the reasoning
No grade, score, or streak. Progress records completed learning objects, not your worth or ability.01
A company announces that its system achieved a record score on an internal test. What is the announcement primary evidence for?
02
Ten articles repeat the same unsupported social-media post. How much independent corroboration is present?
Explain back and transfer
Build a claim-to-evidence ledger
Choose one current claim. Record its exact wording, the first source you saw, the primary or nearest relevant source, method and scope, one independent corroboration or contradiction, and your bounded conclusion.
Answer both checks before completing.
Source context
What supports this unit and where it stops
Evidence status: established
Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence ProfileU.S. National Institute of Standards and Technology
Supports provenance, content transparency, testing, incident awareness, and risk management for generated content; provenance metadata alone does not establish truth.
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