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Lesson 3 of 6STEM Skills & Investigations
Unit 1 · Lesson 3 of 6

Research and Scientific Literacy

How to research a science question and judge what you find: checking a source's author, date, evidence, purpose and peer review, building a claim–evidence–reasoning argument, spotting bias, telling correlation from causation, and thinking about how artificial intelligence and other new technologies affect society, along with the people from many communities who have shaped science in Canada.

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Key things to remember

  1. 1Judge a source by its author, date, evidence, purpose (bias) and whether it was peer reviewed or agrees with other reliable sources.
  2. 2A scientific argument has a claim (the answer), evidence (the data) and reasoning (the science idea linking them).
  3. 3Correlation (changing together) does not show causation (one causes the other); a third factor may cause both.
  4. 4Peer review means other experts check a study before it is published; it catches many, but not all, errors.
  5. 5AI tools can be powerful and wrong; check their output against reliable sources.
  6. 6Two-Eyed Seeing (Elder Albert Marshall) brings together Indigenous and Western ways of knowing.

Scroll through social media for five minutes and you will probably see a science claim: a drink that "detoxes" your body, a phone setting that "doubles" battery life, a post saying a cold winter proves the climate is not warming. Some claims are true, many are half true, and some are made up to sell something or get clicks. Scientific literacy means being able to find good information, judge whether a claim is backed by evidence, and use science to make decisions about your health, your community and the environment. These skills matter long after this course ends.

A research process

  1. Write a focused research question. "How does road salt affect freshwater streams in Ontario?" is easier to research than "Is salt bad?"
  2. Search for sources. Use specific key words, and look at more than one kind of source: government and university sites, science news, encyclopedias, books and databases.
  3. Judge each source's reliability using the checklist below, and keep only trustworthy ones.
  4. Combine what the reliable sources say into an answer in your own words, noting where sources agree or disagree.
  5. Share your findings with a list of the sources you used (citations), so others can check your work.
CLAIManswers the question“Salt lowers the freezing point of water.”supported byEVIDENCEmeasured data from a testSalt in 100 mL waterFroze at0 g0.0 °C5 g−2.9 °C10 g−6.0 °Clinked byREASONINGa science idea explains whyDissolved salt particles get in the way of waterparticles joining into ice, so the water must getcolder before it can freeze. More salt gets in theway more, so the freezing point drops further.Judging a sourceAuthor expertiseWho wrote it? An expert?DateIs it recent enough?Evidence citedDoes it show data, sources?Purpose or biasSelling or persuading?Peer reviewChecked by other experts?
Fig 1Claim, evidence and reasoning as three stacked boxes, worked through for the claim that salt lowers the freezing point of water, beside a checklist for judging a source: author expertise, date, evidence cited, purpose or bias, and peer review.
CheckAsk yourselfWarning sign
AuthorWho wrote it? Do they have training or experience in this field?No author named, or an expert in a different field
DateWhen was it published or updated? Is it recent enough for this topic?Old information on a fast-changing topic, such as technology or climate data
EvidenceDoes it give data, explain how it was collected, and link to studies?Only personal stories or "studies show" with no study named
Purpose and biasIs it trying to inform, or to sell, persuade or get clicks?Selling a product, emotional language, a headline the article does not back up
Peer review and agreementWas the research checked by other experts? Do other reliable sources agree?One study that contradicts many others, reported as if it settles the question
A checklist for judging any source. No single check is enough on its own; look at all of them together.
What peer review means
Before a study is published in a scientific journal, other scientists in the same field (the author's peers) read it closely and look for mistakes in the method, the data and the reasoning. The study may be rejected or sent back to be fixed. Peer review does not guarantee a study is right, but it catches many errors. A peer-reviewed study that other teams have repeated and confirmed is much stronger evidence than a single blog post.

Claim, evidence, reasoning

A scientific argument has three parts. The claim is a statement that answers a question ("Salt lowers the temperature at which water freezes"). The evidence is the data that back it up ("Pure water froze at 0.0 °C; water with 5 g of salt in 100 mL froze at −2.9 °C; with 10 g it froze at −6.0 °C"). The reasoning explains why the evidence supports the claim, using a science idea ("Dissolved salt particles get in the way of water particles joining into ice, so the water must be colder before it can freeze. More salt gets in the way more, so the freezing point drops further"). When you read someone else's claim, look for all three parts. A claim with no evidence, or evidence with no reasoning connecting it, is weak.

Correlation is not causation

Two things are correlated when they change together. In summer, ice cream sales go up and so do drownings. Does ice cream cause drowning? No. A third factor, hot weather, causes both: more people buy ice cream and more people go swimming. Causation means one thing actually makes the other happen, and showing it usually takes a controlled experiment where only one variable is changed. When you see "people who do X are healthier", ask: could something else explain both? Also watch for these kinds of bias, which can lead people to unfair conclusions:

  • Funding or sponsor bias: a study paid for by a company that sells the product may be designed or reported in a way that favours it. Check who paid for the research.
  • Confirmation bias: everyone tends to notice and remember evidence that agrees with what they already believe, and ignore the rest.
  • Cherry-picking: choosing only the data that support a claim, such as quoting one cold week to argue the climate is not warming.
  • Small or unrepresentative samples: a survey of 10 friends, or of only one age group, may not reflect everyone.

Science in society: artificial intelligence and new technology

Artificial intelligence (AI) systems are computer programs that learn patterns from huge amounts of data. Scientists now use AI to help forecast weather, spot signs of disease in medical scans and predict the 3-D shapes of proteins. The 2024 Nobel Prize in Physics went to John Hopfield and Geoffrey Hinton of the University of Toronto for discoveries that made modern AI learning possible, and the 2024 Nobel Prize in Chemistry honoured work on computer design and prediction of protein structures. AI also raises real questions. Chatbots can state wrong facts confidently, AI trained on biased data can give unfair results, large data centres use a lot of electricity and water, and some jobs are changing as AI takes over routine tasks while new jobs appear. Science and technology are never used in a vacuum: what gets researched, who pays for it, and who benefits are shaped by the economy, by culture and by society's choices. A scientifically literate person checks AI output against reliable sources, the same way they would check any other source.

PersonCommunity or placeContribution
Frederick Banting and Charles BestUniversity of TorontoWith J.J.R. Macleod and James Collip, discovered insulin (1921–22), turning type 1 diabetes from a fatal disease into a manageable one. Banting shared the 1923 Nobel Prize.
Elizabeth (Elsie) MacGillToronto; Fort William (now Thunder Bay), OntarioFirst woman in Canada to earn an electrical engineering degree (1927), and one of the first women anywhere to earn a master's degree in aeronautical engineering (1929). As chief aeronautical engineer, oversaw production of Hawker Hurricane fighter planes in the Second World War.
Donna StricklandUniversity of WaterlooShared the 2018 Nobel Prize in Physics for a way to make very short, intense laser pulses, now used in laser eye surgery.
Arthur McDonaldQueen's University; Sudbury Neutrino ObservatoryShared the 2015 Nobel Prize in Physics for showing that neutrinos (tiny particles from the Sun) change type, which means they have mass.
Elder Albert MarshallMi'kmaw Nation, Unama'ki (Cape Breton), Nova ScotiaIntroduced Two-Eyed Seeing (Etuaptmumk): learning to see with the strengths of Indigenous knowledges through one eye and Western science through the other, and using both eyes together.
A few of the many people from different communities who have shaped science and engineering in Canada.

Indigenous knowledge systems are built from careful observation of the land, water, plants, animals and sky over many generations. For example, Inuit hunters' detailed knowledge of sea ice and First Nations knowledge of fire, plants and animal populations now inform research on climate change and wildlife management. Two-Eyed Seeing asks scientists to respect both ways of knowing and bring them together, rather than treating one as the only kind of knowledge.

Worked examples

Reveal one step at a time and try to beat it to the next line.

Example 1
A website selling a "detox" tea says: "Our tea flushes toxins from your liver in 7 days! Thousands of happy customers agree." Use the source checklist to judge this claim.
Example 2
A student measures how long it takes 100 mL of water to boil on the same hot plate with 0 g, 10 g and 20 g of salt added. The times are 4.0 min, 4.3 min and 4.6 min. Write a claim, evidence and reasoning.
Example 3
A news story says: "Students who eat breakfast get higher marks, so eating breakfast makes you smarter." Is this conclusion justified?

Where marks get lost

  • Trusting a source because it looks professional or appears first in a search. Check the author, date, evidence and purpose every time.
  • Treating a correlation as proof of cause. Two things that rise together may both be caused by a third factor.
  • Writing a claim with no data, or listing data with no reasoning. A strong argument needs claim, evidence and reasoning together.
  • Assuming an answer from an AI chatbot is correct. AI tools can state wrong facts confidently; check them against reliable sources.
  • Rejecting all findings because one study was wrong. Science corrects itself by repeating and reviewing studies; look at what many reliable studies agree on.

Flashcards 9

Scientific literacy
Peer review
Claim
Evidence
+ 5 more

Practice

1
Which source is most reliable for finding out how road salt affects Ontario streams?
2
Fires that more fire trucks are sent to tend to cause more damage. What is the best explanation?
3
What is the name for the process in which other experts check a scientific study for errors before it is published?
4
Match each part of a scientific argument to an example about plant growth.
Claim
Evidence
Reasoning
5
A study finding that a sugary cereal improves concentration was paid for by the company that makes the cereal. What is the main concern?
6
Put these research steps in order.
  1. 1Share your findings with citations
  2. 2Combine what reliable sources say into an answer
  3. 3Judge each source's reliability
  4. 4Write a focused research question
  5. 5Search for sources
7
Which use of an AI chatbot for a science project is most responsible?
8
What does Two-Eyed Seeing, introduced by Mi'kmaw Elder Albert Marshall, describe?
9
Match each Canadian scientist or engineer to a contribution.
Frederick Banting
Donna Strickland
Elsie MacGill
Arthur McDonald

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