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Assignment questions
Public healthPresentationCritical appraisal

Research article presentation exposure disease connection

A presentation critiquing a chosen research article by answering five set questions: why the study was performed and any possible connection between the exposure and the disease, the hypotheses under investigation, the major techniques used, the major results and whether they supported the hypothesis and point to future work, and an honest account of why you chose this article.

Editorial process

Last reviewed · August 13, 2026

01

Five questions that add up to an appraisal

These five questions are a critical appraisal in disguise, and the give-away is question A. It asks for the background and then adds, as a separate instruction, that you specify any possible connection between the exposure and the disease. That is not a summary of the introduction; it is a request for the biological or epidemiological rationale the study rests on. Before the study was run, someone had a reason to think this exposure could plausibly cause this outcome, and that reason came from somewhere — animal work, a mechanistic pathway, an occupational cluster, an earlier association. State it. A presentation that reports what the authors were interested in without saying why the connection was plausible has skipped the part that makes the rest of the study interpretable. Look in the article's own reference list for that reason, because it will usually be sitting in the first two citations of the introduction. Naming it takes one slide.

Question B asks for the hypothesis or hypotheses under investigation, and the plural is deliberate because most papers have more than one and state none of them cleanly. Many articles give an aim rather than a hypothesis, and converting an aim into a testable statement is a legitimate part of the task. Say what the study predicted would be observed if the exposure did affect the disease. Where the paper tests several relationships, distinguish the primary hypothesis from the secondary and exploratory ones, because that distinction determines how much weight the results carry. If the paper never states a hypothesis and appears to have gone looking, say so — that is a finding about the study, not a gap in your presentation. Distinguishing them also stops you presenting an exploratory subgroup result as though the study had set out to test it, which is the single most common misreading in this kind of presentation.

Question C, on major techniques, is where a presentation either engages with method or lists equipment. The techniques that matter are the ones the conclusion depends on. That means the study design first — cohort, case control, cross-sectional, trial — because design determines what causal language the paper is entitled to use. Then how exposure was measured, since self-report, records and biomarkers differ enormously in reliability. Then how the outcome was ascertained and by whom. Then the analytical approach, including which confounders were adjusted for and which were not. Assay names and instrument models are worth a line only where the measurement is the point. A presentation organised this way answers question C and quietly prepares the critique in question E. Working through those four in order gives the audience a chain they can follow and gives you a natural place to note where the design cannot support a causal claim.

Question D bundles three demands: the major results, whether they supported or negated the hypothesis, and whether they point to further studies. Report effect sizes with their confidence intervals rather than reporting whether something was significant, because a statistically significant result with a wide interval and a small effect is a different finding from a precise large one. Then answer the support question directly, including the possibility that results were mixed across outcomes, which is the usual case and is often smoothed over. For future studies, prefer what the paper's own limitations imply over the authors' general call for more research: a design that would fix the confounding they could not adjust for, a population where the finding needs replication, or a measurement that would settle an ambiguity. Being specific about what the next study should do also demonstrates that you understood the limitation rather than merely quoted it, which is the difference the marker is looking for.

Question E is disarming and it is worth taking at face value, since it says all credit will be given for honest opinions. This is an invitation to appraise rather than to compliment. Say plainly whether the paper was clearly written, whether the figures did the work, whether the discussion overreached the design, and whether you finished it convinced. An article you chose because it looked short is a legitimate answer if you say what you then thought of it. The one thing to avoid is the empty positive: interesting and informative, with no observation attached. Tie your judgement to something specific in the paper and this question turns from filler into the most memorable part of the presentation. A specific criticism, fairly made, reads as competence rather than as complaint, and the question explicitly protects you for making it. Say what you would have wanted the authors to do differently.

On execution, this is a presentation, so the five questions become your section structure and each gets its own slide or slides in that order. Show one figure or table from the paper rather than describing it, since the audience can read a forest plot faster than a paragraph about one. Define the exposure and the disease early and keep the terms consistent throughout, because presentations drift into synonyms and the audience loses the thread. Cite the article fully at the start and cite anything you add about the background connection. And choose the paper carefully in the first place: a study with a clear design and a stated hypothesis makes all five questions answerable, while a complex multi-part paper will consume your time on description and leave nothing for appraisal. Rehearse the timing once, since these five questions expand more than they look on paper.

Likely learning objectives

Inferred from the brief — check these against your own rubric.

  • 01
    State the prior rationale connecting an exposure to a disease.
  • 02
    Convert an aim into a testable hypothesis and rank primary against secondary.
  • 03
    Organise techniques around design, measurement, ascertainment and adjustment.
  • 04
    Report effect sizes with intervals rather than significance alone.
  • 05
    Derive future studies from the paper's own limitations.
  • 06
    Give an honest appraisal tied to something specific in the text.
Assignment instructionsQuoted verbatim

Read the full question

Review every instruction before using the planning guidance that follows.

The following questions should be answered during the presentation: A) Why did the scientists perform the study (i.e. brief description of background)? Specify any possible connection between the exposure and the disease. B) What was the hypothesis (or hypotheses) under investigation? C) What were the major techniques used in the study? D) What were the major results, did they support or negate the hypothesis, and do they point to further/future studies? E) Why did you choose this particular article to review? Was it interesting, informative, clearly written, or none of the above? All credit will be given for your honest opinions.
02

Turn the brief into deliverables

  1. 01
    An account of why the scientists performed the study, with the possible connection between the exposure and the disease specified.
  2. 02
    A statement of the hypothesis or hypotheses under investigation.
  3. 03
    A description of the major techniques used in the study.
  4. 04
    The major results, whether they supported or negated the hypothesis, and what future studies they point to.
  5. 05
    An honest statement of why you chose this particular article to review.
  6. 06
    A presentation structured around the five questions, with the article cited in full.
03

Background, hypothesis, method, results, judgement

01

The article and the question

Full citation, the exposure, the disease, and the question the study asked.

02

Why the connection was plausible

The mechanistic or epidemiological rationale that preceded the study.

03

Hypotheses

The prediction under test, with primary, secondary and exploratory separated.

04

Design and measurement

Study design, exposure measurement, outcome ascertainment.

05

Analysis and adjustment

The analytical approach and which confounders were and were not handled.

06

Results and interpretation

Effect sizes with intervals, and whether the hypothesis was supported.

07

Future studies and honest judgement

What the limitations imply, and your own opinion of the paper.

04

Choosing a paper the five questions can reach

Recommended databases

  • PubMed
  • NCBI Bookshelf
  • Course-provided article list
  • Journal websites for the original paper

Search sequence

  1. 1.
    Choose a paper with a clear design and a stated hypothesis before committing to it.
  2. 2.
    Read the article's own reference list to find the prior evidence that made the connection plausible.
  3. 3.
    Look up the study design so you can state what causal claims it supports.
  4. 4.
    Check the statistical approach against a methods reference if the analysis is unfamiliar.
  5. 5.
    Read the limitations section last, and draft the future-studies answer from it.
05

Reference shortlist

These are authoritative starting points, not a ready-made bibliography. A qualified reviewer must confirm that each source fits the assignment and supports the claim beside which it is cited.

Nothing here is cleared for citation until you have read it.

  1. 01

    Study Bias

    StatPearls, NCBI Bookshelf · 2023

    Types of bias by study design, for the techniques and appraisal sections.

  2. 02

    Qualitative Study

    StatPearls, NCBI Bookshelf · 2023

    Method reference when the article you choose uses qualitative or mixed methods rather than a classical design.

  3. 03

    Implicit Bias

    StatPearls, NCBI Bookshelf · 2024

    Background for appraising how outcome ascertainment by unblinded assessors can shift results.

  4. 04

    Use of Telehealth in Nonmetropolitan and Metropolitan Areas, United States 2021-2023

    National Center for Health Statistics, NCBI Bookshelf · 2024

    A worked example of exposure and outcome reporting with intervals, useful as a model for how to present results.

06

Review before submission

Common mistakes

  • Summarising the introduction instead of stating why the link was biologically plausible.
  • Reporting an aim as though it were a hypothesis.
  • Listing instruments and assays instead of engaging with study design.
  • Reporting significance without effect sizes or confidence intervals.
  • Smoothing over mixed results across multiple outcomes.
  • Repeating the authors' call for more research as your own future-studies answer.
  • Answering the final question with praise and no specific observation.

Submission checklist

  • The prior rationale linking exposure to disease is stated and sourced.
  • The hypothesis is stated as a prediction, with primary and secondary distinguished.
  • Any absence of a stated hypothesis is reported as a finding.
  • Study design is named and its causal limits acknowledged.
  • Exposure measurement and outcome ascertainment are both described.
  • Confounders adjusted for, and those not adjusted for, are named.
  • Effect sizes are reported with confidence intervals.
  • Future studies follow from the paper's own limitations.
  • The final judgement is honest and tied to something specific in the paper.
  • One figure or table from the paper is shown rather than described.

Use this guide to plan and review your own work. Follow your institution's rules and read our academic-integrity policy.

Written by

Aaron Bishop

MA, Education

assignment interpretation and research-methods coaching across disciplines

Aaron leads the EssayCrackers editorial desk. He works on how assignment briefs are read — what a rubric is actually asking for, and where students most often answer a different question than the one set.

Reviewed by

Dr. Nathan Cole

PhD, Rhetoric & Composition

Argumentation and thesis development

Nathan teaches first-year composition and directs a university writing center. He reviews EssayCrackers guides for argumentative soundness and citation accuracy.

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