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Zhongwei Li
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---
name: meta-analysis
description: "Conduct quantitative synthesis through meta-analysis. Use when: (1) Combining effect sizes across studies, (2) Systematic review synthesis, (3) Calculating summary effects, (4) Assessing heterogeneity."
allowed-tools: Read, Write, Bash
version: 1.0.0
---
# Meta-Analysis Skill
## Purpose
Quantitatively synthesize results across multiple studies.
## Meta-Analysis Steps
**1. Extract Effect Sizes**
- Convert to common metric (d, OR, RR)
- Calculate standard errors
**2. Choose Model**
- Fixed-effect: Assumes single true effect
- Random-effects: Allows heterogeneity
**3. Pool Results**
- Weight studies (inverse variance)
- Calculate summary effect
- 95% confidence interval
**4. Assess Heterogeneity**
- I² statistic (0-100%)
- 0-40%: Low heterogeneity
- 40-75%: Moderate
- 75-100%: High
- Q test (statistical significance)
**5. Investigate Heterogeneity**
- Subgroup analysis
- Meta-regression
- Sensitivity analysis
**6. Publication Bias**
- Funnel plot
- Egger's test
- Trim-and-fill
## Reporting
**Example:**
"Meta-analysis of 15 RCTs (N=1,234) showed a moderate effect, g=0.52, 95% CI[0.38, 0.66], p<.001. Heterogeneity was moderate, I²=58%, suggesting variability in effects."
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**Version:** 1.0.0