The DOI matches its Crossref record; 65 of the 65 references it cites were found in a registry or an index.
Analysing Data and Undertaking Meta‐Analyses
Abstract
This chapter contains sections titled: Introduction Types of data and effect measures Study designs and identifying the unit of analysis Summarizing effects across studies Heterogeneity Investigating heterogeneity Sensitivity analyses Chapter information References
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In the citing paper
“A total of 7 articles used auxiliary measures: 6 cohort studies [46–49,52–53] and 1 RCT [51].”
From Bright light therapy in the treatment of patients with bipolar disorder: A systematic review and meta-analysis (2020) · cites this paper as [51]
In the citing paper
“There was less heterogeneity between RCTs [44,45,50,51,54] (I2 = 20%, P = 0.29), so a random effects model was employed.”
From Bright light therapy in the treatment of patients with bipolar disorder: A systematic review and meta-analysis (2020) · cites this paper as [51]
In the citing paper
“Nine articles were include: 4 RCTs [44–45, 50–51] and 5 cohort studies [46–49, 55]”
From Bright light therapy in the treatment of patients with bipolar disorder: A systematic review and meta-analysis (2020) · cites this paper as [51]
In the citing paper
“Funnel plot asymmetry, involving 5 or more studies, was visually assessed due to biased results in statistical tests for prevalence outcomes in single-group studies (15,16).”
From Treatment Preferences in Patients With Hypothyroidism (2025) · cites this paper as [16]
In the citing paper
“Publication bias was assessed through visual inspection of a funnel plot graph on the primary outcome (post-treatment depression score) for asymmetry. This is an accepted approach, but is subject to inconsistency, with sufficient studies (≥10) being required to differentiate real from spurious asymmetry [20].”
From Behavioural Activation for Depression; An Update of Meta-Analysis of Effectiveness and Sub Group Analysis (2014) · cites this paper as [20]
Citations
Cites
Bias in meta-analysis detected by a simple, graphical test
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997) · BMJ · doi:10.1136/bmj.315.7109.629 · Cited by 56,722
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763
Self-citationStatistical Aspects of the Analysis of Data From Retrospective Studies of Disease
(1959) · JNCI: Journal of the National Cancer Institute · doi:10.1093/jnci/22.4.719 · Cited by 14,689
Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2021) · doi:10.1002/9781119558378 · Cited by 9,799
Self-citationA basic introduction to fixed-effect and random-effects models for meta-analysis
Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2010) · Research Synthesis Methods · doi:10.1002/jrsm.12 · Cited by 6,793
Self-citationWinBUGS - A Bayesian modelling framework: Concepts, structure, and extensibility
Lunn, D. J., Thomas, A., Best, N., & Spiegelhalter, D. J. (2000) · Statistics and Computing · doi:10.1023/a:1008929526011 · Cited by 5,397
Beta blockade during and after myocardial infarction: An overview of the randomized trials
Yusuf, S., Peto, R., Lewis, J., Collins, R., & Sleight, P. (1985) · Progress in Cardiovascular Diseases · doi:10.1016/s0033-0620(85)80003-7 · Cited by 3,205
How should meta‐regression analyses be undertaken and interpreted?
Thompson, S. G., & Higgins, J. P. T. (2002) · Statistics in Medicine · doi:10.1002/sim.1187 · Cited by 3,026
Self-citationInterpretation of random effects meta-analyses
Riley, R. D., Higgins, J. P. T., & Deeks, J. J. (2011) · BMJ · doi:10.1136/bmj.d549 · Cited by 2,884
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Tsikopoulos, A., Fountarlis, A. L., Tsikopoulos, K., Dilmperis, F., Garefis, K., Tsikopoulos, I., Skoulakis, C., Karkos, P. D., & Triaridis, S. (2022) · European Archives of Oto-Rhino-Laryngology · doi:10.1007/s00405-022-07294-x · Cited by 21
Shaban, S., Rastogi, A., Phuyal, S., Huasen, B. B., Haridas, A., Zeleňák, K., Iacobucci, M., Martínez‐Galdámez, M., Jabbour, P. M., & Bhaskar, S. M. M. (2022) · Clinical Neurology and Neurosurgery · doi:10.1016/j.clineuro.2022.107209 · Cited by 21
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Prognostic Significance of FOXC1 in Various Cancers: A Systematic Review and Meta-Analysis
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Association Between Human Papilloma Virus Infection and Malignant Sinonasal Inverted Papilloma
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Dietary modifications for infantile colic
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Treatment Preferences in Patients With Hypothyroidism
de Lima Beltrão, F. E., Carvalhal, G., de Almeida Beltrão, D. C., de Lima Beltrão, F. E., Ribeiro, M. O., Ettleson, M. D., Ramos, H. E., & Bianco, A. C. (2025) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgae651 · Cited by 15
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Behavioural therapies versus other psychological therapies for depression
Churchill, R., Caldwell, D., Moore, T. H., Davies, P., Jones, H., Lewis, G., & Hunot, V. (2010) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008696 · Cited by 11
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Metadata
- Authors
- Deeks, J. J., Higgins, J. P., & Altman, D. G.
- Affiliations
- University of Birmingham (GB)
- MRC Biostatistics Unit (GB)
- University of Oxford (GB)
- Venue
- Cochrane Handbook for Systematic Reviews of Interventions
- Publisher
- Wiley
- Published
- 2008-09-22
- Pages
- 243-296
- OpenAlex
- W1596902544
- Cited by
- 1,800
- References
- 64
- Citations by year
- 2026: 31 · 2025: 73 · 2024: 70 · 2023: 82 · 2022: 90 · 2021: 228 · 2020: 149 · 2019: 118 · 2018: 89 · 2017: 88 · 2016: 115 · 2015: 102 · 2014: 115 · 2013: 108 · 2012: 96
- Type
- other
- Language
- en
- Open access
- closed
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Social Sciences › Sociology and Political Science › Delphi Technique in Research
- Keywords
- meta-analysis, effect measures, research design, unit of analysis, heterogeneity, sensitivity analysis
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