Skip to main content

A Beginner’s Guide to Systematic Review and Meta-Analysis

References

Aromataris, Edoardo, Ritin Fernandez, Christina M Godfrey, Cheryl Holly, Hanan Khalil, and Patraporn Tungpunkom. “Summarizing Systematic Reviews: Methodological Development, Conduct and Reporting of an Umbrella Review Approach.” JBI Evidence Implementation 13, no. 3 (2015): 132–40.
Borenstein, Michael, Larry V. Hedges, Julian P. T. Higgins, and Hannah R. Rothstein. “A Basic Introduction to Fixed-Effect and Random-Effects Models for Meta-Analysis.” Research Synthesis Methods 1, no. 2 (April 2010): 97–111. https://doi.org/10.1002/jrsm.12.
Campos, Diego G, Tim Fütterer, Thomas Gfrörer, Rosa Ellen Lavelle-Hill, Kou Murayama, Lars König, Martin Hecht, Steffen Zitzmann, and Ronny Scherer. “Screening Smarter, Not Harder: A Comparative Analysis of Machine Learning Screening Algorithms and Heuristic Stopping Criteria for Systematic Reviews in Educational Research,” 2023. https://osf.io/preprints/psyarxiv/fpwc2/download.
Fernández-Castilla, Belén, Lies Declercq, Laleh Jamshidi, Susan Natasha Beretvas, Patrick Onghena, and Wim Van Den Noortgate. “Visual Representations of Meta-Analyses of Multiple Outcomes: Extensions to Forest Plots, Funnel Plots, and Caterpillar Plots.” Methodology 16, no. 4 (December 22, 2020): 299–315. https://doi.org/10.5964/meth.4013.
Grant, Maria J, and Andrew Booth. “A Typology of Reviews: An Analysis of 14 Review Types and Associated Methodologies.” Health Information & Libraries Journal 26, no. 2 (2009): 91–108.
Harrer, Mathias, Pim Cuijpers, Toshi A Furukawa, and David D Ebert. Doing Meta-Analysis with r: A Hands-on Guide. 1st ed. Boca Raton, FL; London: Chapman & Hall/CRC Press, 2021. https://www.routledge.com/Doing-Meta-Analysis-with-R-A-Hands-On-Guide/Harrer-Cuijpers-Furukawa-Ebert/p/book/9780367610074.
Lissa, Caspar van. Doing Meta-Analysis in r and Exploring Heterogeneity Using Metaforest, n.d. https://cjvanlissa.github.io/Doing-Meta-Analysis-in-R/index.html.
Page, Matthew J, Joanne E McKenzie, Patrick M Bossuyt, Isabelle Boutron, Tammy C Hoffmann, Cynthia D Mulrow, Larissa Shamseer, et al. “The PRISMA 2020 Statement: An Updated Guideline for Reporting Systematic Reviews.” BMJ, March 29, 2021, n71. https://doi.org/10.1136/bmj.n71.
Rodgers, Melissa A., and James E. Pustejovsky. “Evaluating Meta-Analytic Methods to Detect Selective Reporting in the Presence of Dependent Effect Sizes.” Psychological Methods 26, no. 2 (April 2021): 141–60. https://doi.org/10.1037/met0000300.
Schroeder, Noah L., and Ada T. Cenkci. “Spatial Contiguity and Spatial Split-Attention Effects in Multimedia Learning Environments: A Meta-Analysis.” Educational Psychology Review 30, no. 3 (September 2018): 679–701. https://doi.org/10.1007/s10648-018-9435-9.
Schroeder, Noah L., and Aurelia C. Kucera. “Refutation Text Facilitates Learning: A Meta-Analysis of Between-Subjects Experiments.” Educational Psychology Review 34, no. 2 (June 2022): 957–87. https://doi.org/10.1007/s10648-021-09656-z.
Schroeder, Noah L., Robert F. Siegle, and Scotty D. Craig. “A Meta-Analysis on Learning from 360° Video.” Computers & Education 206 (December 2023): 104901. https://doi.org/10.1016/j.compedu.2023.104901.
Tricco, Andrea C., Erin Lillie, Wasifa Zarin, Kelly K. O’Brien, Heather Colquhoun, Danielle Levac, David Moher, et al. “PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation.” Annals of Internal Medicine 169, no. 7 (October 2, 2018): 467–73. https://doi.org/10.7326/M18-0850.
Viechtbauer, Wolfgang. “Conducting Meta-Analyses in R with the Metafor Package.” Journal of Statistical Software 36, no. 3 (2010). https://doi.org/10.18637/jss.v036.i03.
———. “Meta-Analysis via Multivariate/Multilevel Linear (Mixed-Effects) Models Rma.mv,” n.d. https://wviechtb.github.io/metafor/reference/rma.mv.html.
———. “Model Diagnostics for ’Rma.uni’ Objects Influence.rma.uni,” n.d. https://wviechtb.github.io/metafor/reference/influence.rma.uni.html.
Viechtbauer, Wolfgang, and Mike W.-L. Cheung. “Outlier and Influence Diagnostics for Meta-Analysis.” Research Synthesis Methods 1, no. 2 (April 2010): 112–25. https://doi.org/10.1002/jrsm.11.
———. “Outlier and Influence Diagnostics for Meta-Analysis.” Research Synthesis Methods 1, no. 2 (April 2010): 112–25. https://doi.org/10.1002/jrsm.11.