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Unit 4 · Lesson 2

Sources that hold up

Tell a source that holds weight from one that just sounds official.

~20 min

You ran the claim-check loop. Step 3 said "check it in an independent source." But that raises a sneaky question:

What makes a source good?

Because here's the trap: AI can invent sources too. "According to a 2019 Harvard study…" — with no such study. A fake source is a hallucination wearing a lab coat.

A source isn't strong because it sounds official. It's strong because you can trace it, and someone would be embarrassed if it were wrong.

One idea: closer to the original, harder to fake

Sources come in layers. The closer to where the fact was actually born, the stronger it is.

Source typeWhat it isHow much to trust
PrimaryThe original — the study, the law, the person who was thereStrongest. Go here when it matters.
SecondarySomeone reporting on the primary (a news article, a textbook)Good, if it links back to the primary.
Hearsay"I heard…", a random post, an AI with no linkWeak. A starting clue, not a fact.

Three fast tests for any source:

  1. Can I trace it? A real source leads somewhere — a name, a date, a document you can open.
  2. Who'd be embarrassed if it's wrong? A hospital, a court, a scientist with a reputation has skin in the game. An anonymous post doesn't.
  3. Does it link back? A trustworthy article shows its sources. If the trail dead-ends, be careful.

Do the thing

You're told: "Studies show teenagers who get more sleep score higher on tests."

Rank these three "sources" for that claim from strongest to weakest:

  • A. A chatbot repeating it with no link.
  • B. A news headline: "Sleep Boosts Teen Test Scores!"
  • C. The actual research paper the headline is about, with the numbers in it.

Quick check. Strongest to weakest: C, B, A. The paper (C) is primary — you can read what they actually measured. The headline (B) is secondary and often exaggerated — real research says "we found a link in this group," headlines say "SLEEP BOOSTS SCORES!" The chatbot with no link (A) might be right, but you can't check, so it's just a clue. Notice B feels trustworthy because it's a "real news site" — but a confident headline is not the study.

Why this matters

Once you can rank sources, you stop being fooled by things that merely sound authoritative.

  • "Sounds official" and "is reliable" are different things. Trace it, or treat it as a rumor.
  • Headlines exaggerate; papers qualify. When a claim matters, click past the headline to what was actually found.

Next lesson is the deepest verification move of all — the single question that separates people who think from people who just defend: "What would change my mind?"

Reflect & continue

One last thing.

The reflection sticks the lesson. One sentence is plenty.

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