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what is bubble plot in meta-analysis and its use?

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(@mdyasarsattar)
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A bubble plot in meta-analysis is a variation of a scatter plot that visually represents the relationship between study effect sizes and a moderator variable, while also incorporating study weight or sample size into the visualization.

Structure of a Bubble Plot:

  • X-axis: A continuous moderator variable (e.g., study year, dose, or mean age of participants).
  • Y-axis: Effect size (e.g., odds ratio, risk ratio, mean difference).
  • Bubble size: Represents study weight, often based on inverse variance or sample size.
  • Bubble color: Can indicate an additional categorical or continuous variable.

Use in Meta-Analysis:

  1. Exploring Heterogeneity: Helps identify whether a continuous moderator influences effect sizes.
  2. Assessing Publication Trends: For example, plotting effect sizes against publication year.
  3. Visualizing Study Weight: Larger studies have more precise estimates and should have more significant influence.
  4. Understanding Subgroup Effects: If different studies cluster in different plot regions, this suggests variation due to study characteristics.
 
Posted : 02/03/2025 7:00 am
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