Grade by Grade
Writing · Writing: Research, Forms and Conventions

Research III: Evaluating Sources and Evidence Like a University Researcher

1.3About 75 minutes
Learning goals
  • I can explain what peer review does and does not guarantee, and recognize retractions, preprints and predatory journals.
  • I can weigh different kinds of evidence, including the strength of studies and of textual evidence.
  • I can read statistical claims critically: sample, margin of error, relative and absolute change.
  • I can check sources for conflicts of interest and verify that citations, including ones suggested by AI tools, really exist.
  • I can treat Indigenous knowledge and oral history as evidence, with respect for the protocols that govern them, and triangulate across independent sources.

Words to know

retraction
The formal withdrawal of a published article by the journal because of serious error or misconduct.
preprint
A version of a research paper shared publicly before it has been peer-reviewed.
predatory journal
A publication that charges authors fees but provides little or no real peer review or editing.
systematic review
A study that finds, evaluates and combines all the good-quality research on one question.
randomized controlled trial (RCT)
An experiment in which participants are randomly assigned to groups, so differences in results can be traced to the one thing that differs.
margin of error
The range within which a poll's result is likely to fall if everyone in the population were asked.
relative change
A change described as a percentage of the starting value.
absolute change
The actual difference between two values.
conflict of interest
A situation in which an author or funder could gain from a particular result.
triangulation
Confirming a claim with several independent sources or kinds of evidence.

Peer-reviewed, published and wrong

In 1998 the respected medical journal The Lancet published a peer-reviewed paper by Andrew Wakefield and colleagues that suggested a link between the measles, mumps and rubella (MMR) vaccine and autism. Investigations later found serious problems, including misrepresented data and ethical violations. The Lancet fully retracted the paper in 2010, and large studies since then have found no such link. By then, the claim had spread around the world.

The lesson is not that peer review is useless. It is that no single label guarantees truth. At Grade 12, evaluating sources means asking harder questions: How strong is this kind of evidence? Who checked it, and how? What do the numbers really say? Do other independent sources agree? That is how researchers work, and it is how you will be expected to work in university.

Remember from Grade 11

You evaluated sources for reliability, objectivity and completeness, used SIFT (Stop, Investigate the source, Find better coverage, Trace claims) and lateral reading, traced claims upstream to the original study, separated correlation from causation, named sponsorship, selection, omission and confirmation bias, learned about OCAP® principles for First Nations research, and learned that AI chatbots can invent sources. This lesson goes further into how evidence is made and how to weigh it.

What peer review does, and does not, do

In peer review, a journal editor sends a submitted article to experts who assess whether its methods are sound, its reasoning follows and its claims match its evidence. Reviewers often ask for changes; many articles are rejected.

But reviewers usually do not repeat the research, and they see only what the authors show them. So:

  • Errors and fraud can get through. When they are discovered, the journal may publish a correction or a retraction. Before citing an older article, check the journal page for a retraction notice; a retracted article is usually stamped RETRACTED.
  • Preprints are papers shared before peer review, often on public servers so that results circulate quickly. They can be valuable, but treat them as unreviewed and say so (a study not yet peer-reviewed found...).
  • Predatory journals charge authors to publish and do little or no real review. Warning signs: very fast publication promises, spam invitations to submit, vague editorial boards and names that imitate well-known journals. Your librarian can tell you whether a journal is reputable.
  • One study is one study. Even a good study can be an outlier. Look for whether later research replicated it.

Weighing kinds of evidence

Not all evidence is equally strong. For health and science claims, researchers often use a ranking like the pyramid below. A randomized controlled trial (RCT) assigns people to groups by chance, so the groups are alike except for the one thing being tested; that makes it much better than an observational study at showing cause. A systematic review gathers all the good studies on a question, which protects against relying on one outlier.

Literary research has its own version. The strongest evidence for a claim about a novel is the text itself, quoted accurately with a page number. Next comes published scholarship that analyses the text. Reputable reviews and interviews add context. Study-guide and summary websites are at the bottom: they are often unattributed, not reviewed and sometimes wrong, so do not cite them as evidence.

A common ranking of evidence for health and science claimsSystematic reviewscombine many studiesRandomized controlled trialsrandom groups, one changeObservational studieswatch groups; shows linksCase reportsone person or situationExpert opinion, anecdoteuseful, but weakest aloneHigher levels are usually stronger, but a well-done study beats a badly done one at any level.
Higher levels usually give stronger evidence for cause and effect. The ranking is a guide, not a law: a careful observational study can be more useful than a poorly run trial.

Reading numbers without being fooled

  • Sample. How many, and who? 120 students at two private schools cannot speak for all Canadian teens. Ask whether the sample is representative.
  • Margin of error. A poll of about 1000 randomly chosen people typically reports a margin of error of about ±3 percentage points, 19 times out of 20. If one option has 48% and another 46%, the poll cannot say which is really ahead.
  • Relative vs absolute change. If a risk rises from 2 in 1000 to 3 in 1000, the relative increase is 50% (the risk is one and a half times as large), but the absolute increase is 0.1 percentage points: one more case per 1000 people. Headlines love relative numbers. Report both.
  • Time frame and baseline. Crime up 20% since when, from what starting number? A cherry-picked start date can make any trend look dramatic.
  • Graphs. Check axes that do not start at zero, uneven intervals and missing units (Grade 11 skills). Reading Informational and Graphic Texts takes data graphics further, with rates, margins of error and logarithmic scales.
Same numbers, two headlinesRisk per 1000 people (invented)0123423withoutwithRelative change(3 - 2) / 2 = 50% higher risksounds alarmingAbsolute change0.3% - 0.2% = 0.1 percentage points1 more case in 1000 peopleReport both. A relative number alone can make a tiny change sound huge.
Both headlines are accurate, but only together do they tell the truth. A careful writer gives the absolute numbers when reporting a relative change.

Follow the money, check the citation

  • Conflicts of interest. Scholarly articles usually include a funding statement and a competing interests or disclosures statement. Funding does not make a study wrong, but a study paid for by a company that sells the product needs independent confirmation.
  • Verify that sources exist. AI chatbots and some low-quality websites produce citations that look real but are not: real-sounding journals, plausible authors, wrong years or invented titles. Before you cite anything, find it yourself: search the exact title in your library database or a scholarly search engine, open the article, and check that the author, journal, year and page numbers match. If a DOI (digital object identifier) is given, it should lead to the real article. Never cite a source you have not opened.
  • Check quotations too. A quotation attributed to a famous writer online is often misattributed. Find it in the original work or in a reliable edition before using it.

Different knowledge systems

Completeness includes recognizing that knowledge is produced in more than one way. Indigenous knowledge, held and passed on by First Nations, Métis and Inuit Elders, Knowledge Keepers and communities, is grounded in long observation of the land, in relationships and in oral tradition. It has its own methods of verification and its own protocols about who may share what, and when.

  • Oral history is evidence. In Delgamuukw v. British Columbia (1997), the Supreme Court of Canada recognized that oral histories must be given due weight as evidence, alongside written documents.
  • Two-Eyed Seeing (Etuaptmumk in Mi'kmaw) is a guiding principle brought forward by Mi'kmaw Elder Albert Marshall: learning to see with the strengths of Indigenous knowledges with one eye and the strengths of Western knowledges with the other, and using both eyes together. Many Canadian researchers in health and environmental science now design studies with this principle.
  • Respect the protocols you learned in Grade 11 (asking permission, OCAP® for First Nations data, citing Elders and Knowledge Keepers as named sources).

This is not about choosing one system over another. It is about evidence being complete: a study of a northern river that ignores the community that has lived beside it for generations is missing evidence.

Triangulation: independent sources that agreeYour claimPeer-reviewedstudyGovernmentdataCommunityknowledgeThree copies of one press release are not three sources. Check that they are independent.
Triangulation means checking a claim against several independent kinds of evidence. If all your sources trace back to one press release, you really have one source.
Worked example

Let's evaluate a claim from headline to study

A post says: Reading novels makes teens 50% more empathetic, new study proves! You trace it to an (invented) study: 120 volunteers at two schools; students who reported reading fiction weekly scored higher on an empathy questionnaire; posted as a preprint; funded by a publishers' association; the abstract says associated with.

  1. Kind of evidence. Volunteers who already read were compared with those who did not, so it is observational, not an RCT. It can show a link, not that reading causes empathy. Perhaps empathetic teens choose to read fiction.
  2. Review status. A preprint: not yet peer-reviewed. Any use must say so.
  3. Sample. 120 volunteers at two schools: small and self-selected, so not representative of all teens.
  4. Numbers. 50% more is a relative figure. If average scores were 20 versus 30 on a 100-point scale, the 50% is real, but the absolute gap of 10 points needs context about what the scale measures.
  5. Conflict of interest. Funded by a publishers' association, which benefits from the result. Not proof of bias, but a reason to seek independent studies.
  6. Triangulate. Search for a systematic review on fiction reading and empathy, and for studies with random assignment. Report what the overall body of research shows, not one headline.
  7. Write it accurately. A small study of 120 teen volunteers, not yet peer-reviewed and funded by a publishers' association, found that students who read fiction weekly scored higher on an empathy questionnaire; because the design was observational, it cannot show that reading caused the difference.

The headline overstates the study three ways: proves (it was a preprint and observational), makes (it showed an association, not a cause), and teens (it studied 120 volunteers at two schools). The careful sentence keeps the finding and its limits.

Hands-on activity

Run a source audit on your own research

You need: three sources you are using or might use (for an ISU or any topic), a device with internet access, paper or a document.

  1. For each source, write: kind of evidence (primary text, scholarly article, review, study, data, interview), review status (peer-reviewed, edited, preprint, none), and funding or interest (if any is stated).
  2. If any source reports numbers, write the sample and turn any relative number into an absolute one if you can.
  3. Choose one citation you did not find yourself (from a website, a classmate or an AI tool). Verify it: find the actual article, then check author, title, journal, year and pages.
  4. Check one older article for a retraction or correction notice on the journal's page.
  5. Triangulate one important claim: find a second, independent source that supports or complicates it.
  6. Decide for each source: use as evidence, use with stated limits, use only as an example of a view, or drop.

What to look for: decisions tied to specific reasons, at least one verified citation, and honest limits written in a form you could paste into your essay.

Just for fun

A preprint walks into a café and orders a coffee. The barista says, "Sorry, we only serve customers who have been reviewed." The preprint says, "Fine. I'll be back in eight to twelve months."

Your turn

1

Does peer-reviewed guarantee that an article is correct? Explain in one sentence.

2

What is a preprint, and how should you describe one in your writing?

3

Why is a randomized controlled trial better than an observational study for showing cause?

4

A risk falls from 4 in 1000 to 2 in 1000. Give the relative and absolute change.

5

A poll has a margin of error of ±3 percentage points. Party A has 41% and Party B 39%. Can you report that A is ahead?

6

How do you check that a citation suggested by an AI tool is real?

7

What is Two-Eyed Seeing, and who brought the principle forward?

More practice: warm-up

1

What is a retraction?

2

Where in a scholarly article do you look for funding?

3

What is the strongest evidence for a claim about a novel?

4

What is triangulation?

5

Name one warning sign of a predatory journal.

More practice: on your own

1

Rewrite accurately: Scientists prove that cold weather causes colds. (The study found more colds reported in winter.)

2

Your ISU uses a study-guide website for a summary of a novel's ending. What is the problem, and what should you use instead?

3

Three news articles report the same statistic. Each says according to a company press release. How many sources do you have, and what should you do?

4

A sports-drink study funded by the drink's maker finds the drink improves endurance. Write one sentence you could use in a report.

5

Explain why the 1997 Delgamuukw decision matters for researchers in Canada.

Challenge

1

A headline reads: Teens who use social media more than 3 hours a day have twice the risk of poor sleep. List four questions you would ask before using this claim in a research essay.

2

Write a paragraph (four to five sentences) for an ISU on environmental themes that uses a scientific study and an Elder's teaching together, respecting both.

3

A source you rely on is retracted after you have finished your draft. What should you do, and why does it matter even if most of its claims might be right?

Check your understanding

Quiz

1.

Which statement about peer review is accurate?

2.

Which study design is best for showing that one thing causes another?

3.

A risk rises from 1 in 1000 to 2 in 1000. Which description is accurate?

4.

What should you do with a citation an AI chatbot gave you?

5.

A poll reports 52% vs 48% with a margin of error of ±3 percentage points. The best description is:

6.

Two-Eyed Seeing (Etuaptmumk) is best described as:

7.

A study is funded by the company that makes the product it tests. This means:

For parents and teachers

Big idea: in Grade 12, evaluating sources (part of Writing expectation 1.3) moves beyond Is this website trustworthy? to How strong is this evidence, and how do I know? Students learn the limits of peer review, the difference between kinds of studies, how statistics can mislead, how to verify citations (including ones produced by AI tools), and how Indigenous knowledge and oral history count as evidence.

How to help: when a news story at dinner says a study shows..., ask together: what kind of study, how many people, and is that a relative or an absolute number? These everyday conversations build exactly the habit the lesson teaches.

Common difficulties:

  • Treating peer-reviewed or published as proof.
  • Confusing an association with a cause.
  • Repeating a relative percentage without the absolute numbers.
  • Citing sources suggested by AI tools without opening them; some do not exist.
  • Treating Indigenous knowledge as an add-on rather than as evidence with its own methods and protocols.

The Wakefield example in this lesson involves vaccines. It is used to show how a retracted paper can still spread; the retraction and the later research are well documented.