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Nội dung tìm hiểu về Meta analysis
Nội dung tìm hiểu về Meta analysis
Nguồn tham khảo:
Introduction
What is Meta-Analysis? Why study meta analysis ?
When Meta-Analysis is Applicable?
Strengths and weaknesses of Meta-Analysis,
Criticisms of Meta-Analysis.
Systematic review process
Why Perform a Meta-Analysis?
The Skiv Meta-Analysis
Statistical Significance
Clinical Importance of the Effect
Consistency of Effects
Effect Size and Precision
Qverview of effect size, Treatment Effects and Effect Sizes
Effect Sizes Based on: Means, Binary Data (2×2 Tables) and Correlations
Converting among Effect Sizes, Factors that affect Precision.
effect size calculation for both continuous and discrete data.
Heterogeneity
Identifying and Quantifying Heterogeneity
Prediction Intervals
Subgroup Analyses
Meta-Regression
Power Analysis for Meta-Analysis
Publication bias in meta analysis;
Power analysis for meta analysis; effect size rather than P-values;
Meta analysis based on direction and P-values, reporting the results of meta analysis.
Planning for Precision Rather than for Power
Power Analysis in Primary Studies
Power Analysis for Meta-Analysis
Power Analysis for a Test of Homogeneity
Psychometric Meta-Analysis
The Attenuating Effects of Artifacts
Meta-Analysis Methods
Example of Psychometric MetaAnalysis
Comparison of Artifact Correction with Meta-Regression
Sources of Information about Artifact Values
How Heterogeneity is Assessed
Reporting in Psychometric Meta-Analysis.
Extensions
Introduction to Bayesian approach to meta analysis
Meta analysis for multivariate/longitudinal data
Network meta analysis.
Tài liệu
Tài liệu
Sách
Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2021). Introduction to meta-analysis. John Wiley & Sons.
Cooper, H. (2015). Research synthesis and meta-analysis: A step-by-step approach (Vol. 2). Sage publications.
Lipse, M. W., & Wilson, D. (2000). Practical Meta-Analysis (Applied Social Research Methods).
Hartung J and Knapp G and Sinha BK (2011). Statistical Meta-Analysis with Applications. John Wiley & Sons, UK.
Bài báo
Brada, J. C., & Iwasaki, I. (2024). Does financial liberalization spur economic growth? A meta-analysis. Borsa Istanbul Review, 24(1), 1-13. (link) hoặc (link)
Balasubramanian, P., Ibanez, M., Khan, S., & Sahoo, S. (2024). Does women's economic empowerment promote human development in low-and middle-income countries? A meta-analysis. World Development, 178, 106588. (link) hoặc (link)
Samdrup, T., Fogarty, J., Pandit, R., Iftekhar, M. S., & Dorjee, K. (2023). Does FDI in agriculture in developing countries promote food security? Evidence from meta-regression analysis. Economic Analysis and Policy, 80, 1255-1272. (link) hoặc (link)
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