Meta-Analysis Random Effect Model

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Questions and Answers

What is the most appropriate model to use in a meta-analysis with a moderate or high level of heterogeneity?

  • Mixed effect model
  • Fixed effect model
  • Random effect model (correct)
  • Bayesian model

Why is it better to present conservative results in meta-analyses?

  • To demonstrate consistency between studies
  • To account for variability within each experiment
  • To showcase diverse methodologies
  • Since many trials have different methodologies and patient populations (correct)

How can you determine consistency between studies in a meta-analysis?

  • By assessing the width of the overall pooled effect size
  • By measuring the heterogeneity within each study
  • By observing if confidence intervals overlap
  • By evaluating if the studies fall on the same side of the line of no effect (correct)

What does it indicate if confidence intervals do not overlap in a meta-analysis?

<p>Heterogeneity regardless of the side of the line of no effect (A)</p> Signup and view all the answers

What does a larger confidence interval in a trial suggest in a meta-analysis?

<p>Lower precision and greater uncertainty (A)</p> Signup and view all the answers

If the lines of confidence intervals do not overlap by at least 1/3 in a meta-analysis, what does it suggest?

<p>Presence of inconsistency (B)</p> Signup and view all the answers

What does high heterogeneity in a meta-analysis suggest?

<p>The effect demonstrated is not valid (B)</p> Signup and view all the answers

In meta-analysis, what does a mild heterogeneity percentage typically indicate?

<p>Valid results (A)</p> Signup and view all the answers

How is heterogeneity described in the context of meta-analysis?

<p>Variability between studies (B)</p> Signup and view all the answers

What does it mean if the confidence interval and diamond do not cross the line of no effect in a forest plot?

<p>Improvement in positive outcome (C)</p> Signup and view all the answers

Why is high heterogeneity a concern in meta-analysis?

<p>It may indicate invalid results (B)</p> Signup and view all the answers

What should researchers consider if they encounter over 70% heterogeneity in a meta-analysis?

<p>Not meta-analyzing the results (D)</p> Signup and view all the answers

What does the I2 statistic measure in a meta-analysis?

<p>Consistency of the studies (C)</p> Signup and view all the answers

If the I2 value is greater than 50%, what might this suggest about the studies in a meta-analysis?

<p>The studies are inconsistent due to a reason other than chance (C)</p> Signup and view all the answers

What is a key factor that affects the validity of meta-analysis results?

<p>The quality of the original study-level data (C)</p> Signup and view all the answers

Which model assumes all studies in a meta-analysis estimate the same quantity?

<p>Fixed effect meta-analysis (D)</p> Signup and view all the answers

In a meta-analysis, what does the random effect model take into account that differs from the fixed effect model?

<p>Heterogeneity between studies (A)</p> Signup and view all the answers

When can the fixed effect model be appropriately used in a meta-analysis?

<p>When all studies estimate the same quantity (B)</p> Signup and view all the answers

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