Lesson 5: Research Interpretation and Evidence Application

Study design, bias, clinical relevance, risk measures and evidence-informed patient management.

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Complete learning materials

Review each topic, apply the clinical case, then complete the linked ten-question assessment.

Formulate the question

  • Use PICO: patient/population, intervention or index test, comparator and outcomes. Select outcomes important to patients.
  • Identify appropriate evidence: systematic reviews and randomized trials for interventions; cohort designs for prognosis; cross-sectional diagnostic accuracy studies with suitable reference standards.
  • Assess applicability to the actual patient, including comorbidity and preferences.

Understand effect measures

  • Relative risk = event risk in treated group / event risk in control group. Absolute risk reduction = control event risk minus treated event risk.
  • Number needed to treat = 1 / absolute risk reduction (proportions), over a stated follow-up period; do not extrapolate across time horizons.
  • Sensitivity and specificity are conditional on disease status; PPV/NPV depend heavily on prevalence. Likelihood ratios help update clinical probability.

Bias, confidence and limitations

  • Randomization and allocation concealment limit selection bias; blinding may reduce performance or assessment bias.
  • Confounding, spectrum bias, verification bias, missing data and selective reporting affect interpretation.
  • Confidence intervals communicate precision; statistical significance is not equivalent to clinical importance.

Shared evidence-informed decisions

  • Compare benefits, harms, burden, cost, alternatives and baseline risk.
  • Use current guidelines as aids, but check quality, currency, local requirements and individual circumstances.
  • Document uncertainty, patient choice and a plan for monitoring outcomes; reassess new evidence as appropriate.

Applied clinical case

Case: A trial reduces 5-year event risk from 10% to 8%. Absolute risk reduction is 2 percentage points and NNT is 50 over five years; the relative risk reduction is 20%.

Downloadable resources

Practice this lesson (10 questions)

Practice lesson questions