Why English? | Reporting Health Research in the Media Through Absolute Risks, Study Limits, Conflicts, Uncertainty and Responsible Headlines

ORIENTATION

What this guide owns

Current fact check

The official EQUATOR project page identifies journalists, journal and institutional press officers, government and industry communicators, and social-media influencers as intended users. It says incomplete or imbalanced reporting can impair public understanding. Original studies and a systematic review document common gaps in quantification, harms, limitations, alternatives, costs and conflicts.

Canonical boundary

This article owns public communication of new human-health research from source study to headline under the developing Medical Media Quality project. It does not replace journalism ethics codes, clinical advice, systematic-review reporting or general media-literacy hubs.

Worked example

Every chapter returns to a fictional news report about a randomised trial of a school-based programme that modestly improves adolescent sleep over three months. It is fictional, low-stakes and educational; it does not report a real school, clinical decision or guaranteed outcome.

Warm up with eduKate’s guides to explaining scientific evidence and asking better questions in class.

CHAPTER 1 OF 16

1. Read the Original Study Before the Release

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Why this move matters

Open the paper or preprint, abstract, protocol and supplementary material; identify the primary question and outcome.

Reconstruct the evidence before writing the headline

Open the paper or preprint, abstract, protocol and supplementary material; identify the primary question and outcome. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The reporter checks the trial report rather than relying only on the school programme’s press release. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

The paper itself may contain spin or incomplete reporting. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Read the Original Study Before the Release”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 2 OF 16

2. Name the Study Design Correctly

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Why this move matters

Distinguish randomised trial, observational study, diagnostic study, qualitative research, laboratory work, animal research, modelling and review.

Reconstruct the evidence before writing the headline

Distinguish randomised trial, observational study, diagnostic study, qualitative research, laboratory work, animal research, modelling and review. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The story calls the study a randomised trial and explains the comparison groups. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A design label alone does not establish good conduct. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Name the Study Design Correctly”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 3 OF 16

3. Define Population, Setting and Time

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Why this move matters

Report who participated, where, how selected, sample size, relevant exclusions, follow-up and the period studied.

Reconstruct the evidence before writing the headline

Report who participated, where, how selected, sample size, relevant exclusions, follow-up and the period studied. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The trial involved secondary-school students in several urban schools over three months. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A large sample can still be narrow or unrepresentative. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Define Population, Setting and Time”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 4 OF 16

4. Write a Headline the Evidence Can Carry

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Why this move matters

Use verbs that match design, outcome and uncertainty; avoid cures, breakthroughs and causal claims unsupported by the study.

Reconstruct the evidence before writing the headline

Use verbs that match design, outcome and uncertainty; avoid cures, breakthroughs and causal claims unsupported by the study. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The programme improved average sleep duration in a trial, rather than guaranteeing better health. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A cautious headline can still mislead if the story body omits context. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Write a Headline the Evidence Can Carry”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 5 OF 16

5. Give Absolute Risks or Differences

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Why this move matters

Present event counts, percentages or mean differences in each group, with a common denominator and time frame.

Reconstruct the evidence before writing the headline

Present event counts, percentages or mean differences in each group, with a common denominator and time frame. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: Average sleep increased by 18 minutes more than in the comparison group over three months. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

An average can hide variation and unequal effects. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Give Absolute Risks or Differences”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 6 OF 16

6. Add Relative Measures Only With Context

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Why this move matters

If relative risk, odds or percentage change is useful, pair it with baseline risk, absolute effect and plain-language meaning.

Reconstruct the evidence before writing the headline

If relative risk, odds or percentage change is useful, pair it with baseline risk, absolute effect and plain-language meaning. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: A 20% relative change is shown beside the change from 10 to 12 events per 100. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

Even correct numbers can be framed selectively. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Add Relative Measures Only With Context”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 7 OF 16

7. Report Harms and Burdens

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Why this move matters

Describe adverse events, discomfort, workload, opportunity cost, privacy, false alarms and whether harms were measured.

Reconstruct the evidence before writing the headline

Describe adverse events, discomfort, workload, opportunity cost, privacy, false alarms and whether harms were measured. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The story notes increased homework time and that anxiety was monitored. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

No detected harm may reflect limited follow-up or power. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Report Harms and Burdens”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 8 OF 16

8. Compare With Real Alternatives

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Why this move matters

Explain usual care, no action, cheaper or established options and what the new approach adds or replaces.

Reconstruct the evidence before writing the headline

Explain usual care, no action, cheaper or established options and what the new approach adds or replaces. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The programme is compared with existing sleep education, not with an empty classroom. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

An alternative may differ in availability or suitability. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Compare With Real Alternatives”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 9 OF 16

9. Explain Uncertainty and Precision

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Why this move matters

Report confidence intervals or other uncertainty, sample size, missing data and whether the result could be smaller, larger or absent.

Reconstruct the evidence before writing the headline

Report confidence intervals or other uncertainty, sample size, missing data and whether the result could be smaller, larger or absent. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The story says the estimate is compatible with a modest range of improvements. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A confidence interval does not include every source of uncertainty. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Explain Uncertainty and Precision”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 10 OF 16

10. State Important Study Limitations

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Why this move matters

Select limitations that could change interpretation: bias, short follow-up, self-report, surrogate outcomes, loss, multiple analyses or narrow settings.

Reconstruct the evidence before writing the headline

Select limitations that could change interpretation: bias, short follow-up, self-report, surrogate outcomes, loss, multiple analyses or narrow settings. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: Sleep was measured for three months and much of the behaviour data were self-reported. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A limitations paragraph can become ritual wording if consequences are not explained. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “State Important Study Limitations”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 11 OF 16

11. Separate Association From Causation

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Why this move matters

For observational research, explain confounding, reverse causation and what adjustment can and cannot do.

Reconstruct the evidence before writing the headline

For observational research, explain confounding, reverse causation and what adjustment can and cannot do. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: A survey linking phone use and sleep does not prove that phones caused poor sleep. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

Randomisation also has limits such as non-adherence or attrition. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Separate Association From Causation”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 12 OF 16

12. Disclose Funding and Competing Interests

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Why this move matters

Identify study funding, sponsor role, author and quoted-expert interests, product ownership and relevant institutional incentives.

Reconstruct the evidence before writing the headline

Identify study funding, sponsor role, author and quoted-expert interests, product ownership and relevant institutional incentives. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The programme developer helped design the trial, and an independent analyst is quoted. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

Disclosure does not prove that a result is biased or unbiased. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Disclose Funding and Competing Interests”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 13 OF 16

13. Link the Source and Label Its Stage

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Why this move matters

Provide a direct paper, registry or repository link and say whether evidence is a preprint, conference abstract, peer-reviewed article or later correction.

Reconstruct the evidence before writing the headline

Provide a direct paper, registry or repository link and say whether evidence is a preprint, conference abstract, peer-reviewed article or later correction. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: The article links the trial publication and registration and dates the search. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

Peer review is not a guarantee of truth. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Link the Source and Label Its Stage”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 14 OF 16

14. Choose Independent Voices Carefully

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Why this move matters

Quote people with relevant expertise who can discuss methods, practical importance and disagreement; state their relationship to the topic.

Reconstruct the evidence before writing the headline

Quote people with relevant expertise who can discuss methods, practical importance and disagreement; state their relationship to the topic. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: An independent sleep researcher comments on effect size and follow-up. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A quote can create false balance when evidence is not evenly divided. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Choose Independent Voices Carefully”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 15 OF 16

15. Adapt Without Losing Conditions

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Why this move matters

For video, podcast or social formats, keep population, comparison, absolute effect, limitation and source visible even when words are few.

Reconstruct the evidence before writing the headline

For video, podcast or social formats, keep population, comparison, absolute effect, limitation and source visible even when words are few. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: A short post uses a thread or caption to preserve numbers, limits and the study link. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

More context cannot guarantee careful sharing. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Adapt Without Losing Conditions”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

CHAPTER 16 OF 16

16. Correct Transparently and Bound the Takeaway

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Why this move matters

Publish corrections visibly, preserve what changed and end with what the evidence supports now—not personal medical advice.

Reconstruct the evidence before writing the headline

Publish corrections visibly, preserve what changed and end with what the evidence supports now—not personal medical advice. Identify study design, population, comparator, outcome, time frame, absolute numbers, uncertainty and source before choosing the strongest fair verb.

Build one complete public explanation

Worked example: A corrected story changes minutes to percentage points, dates the update and keeps the original source link. Connect headline, opening paragraph, numerical explanation, harms, alternatives, conflicts, limitations and source link.

Match confidence to design

Use association language for observational evidence, causal language only when the design and analysis support it, and keep animal, laboratory, conference and peer-reviewed evidence visibly distinct.

Respect the proposal boundary

A correction cannot retrieve every copied version. The Medical Media Quality Reporting Guide was registered in October 2026 and is under development. This article uses its documented purpose plus original media-quality research, not invented final items.

Student, parent and career transfer

Make one evidence card for “Correct Transparently and Bound the Takeaway”: source location, plain-language meaning, limit and next question. A parent or teacher can ask for one everyday explanation and one specialist explanation; both must preserve the same conditions. This habit supports journalism, public relations, medicine, nursing, public health, research, policy, teaching, fact-checking, podcasting, social media and science communication without promising a grade, admission, funding decision or job.

PRACTICE LAB

Build a media_quality decision trail

Student route

1. Choose one original report inside this guide’s scope.
2. Copy its objective and underline actor, action, context, evidence and intended decision.
3. Draw the specific reasoning chain used in this article.
4. Mark each step reported, inferred, contested or unknown.
5. Rewrite the conclusion so it preserves the narrowest important limitation.

Parent or teacher route

Ask the learner to explain turn a striking health-research announcement into a balanced explanation people can use without losing the excitement of discovery twice: once to a classmate and once to a method specialist. Praise a precise correction and a well-stated unknown; both show disciplined attention to evidence.

Early-career route

Create a one-page media_quality audit with source link, date checked, scope, method logic, decisive wording, contrary evidence, limit and next action. A colleague should be able to continue without guessing.

Continue with eduKate’s guides to reading course and career information and giving useful feedback in group projects.

USEFUL NEXT READING

Connect this narrow owner to its neighbour

Read the scientific-evidence explanation guide for a related but different reader job. Return here when the question is specifically how to turn a striking health-research announcement into a balanced explanation people can use without losing the excitement of discovery. This boundary keeps one canonical owner per intent.

For English practice across research, school and career communication, visit the English at work and in public life guide.

FREQUENTLY ASKED QUESTIONS

Questions students and parents often ask

Is the Medical Media Quality Reporting Guide final?

No. EQUATOR lists it as a development project registered on 26 October 2026.

Who is it intended for?

News professionals, press officers and social-media influencers communicating human-health research.

Why use absolute numbers?

They show baseline and effect size more clearly than a relative percentage alone.

Does peer review guarantee a reliable claim?

No. Design, conduct, analysis, reporting and later correction still matter.

Should every story list every limitation?

Prioritise limitations that could materially change what readers conclude.

Can a journalist give medical advice from one study?

A news report should explain evidence and uncertainty, not personalise diagnosis or treatment.