NMAoutlier: Detecting Outliers in Network Meta-Analysis

A set of functions providing several outlier (i.e., studies with extreme findings) and influential detection measures and methodologies in network meta-analysis: - Simple outlier and influential deletion measures provided: (a) Raw, (b) Standardized, (c) Studentized residuals; (d) Mahalanobis distance and (c) leverage. - Outlier and influential detection measures by considering study deletion (Shift the mean): (a) Raw (b) Standardized, (c) Studentized deleted residuals; (d) Cook distance; (e) Ratio of variance-covariance matrix; (f) weight leave one out; (g) leverage leave one out; (h) heterogeneity leave one out; (i) R heterogeneity; (k) R Q total; (l) R Q heterogeneity (m); R Q inconsistency and (n) statistic that indicate the effect that deleting each study has on the treatment estimates. - Plots for outlier and influential detection simply and deletion measures (all the above measures) and Q-Q plot for network meta-analysis. - Forward Search algorithm in network meta-analysis. - Forward plots for the monitoring statistics in each step of Forward search algorithm: (a) P-scores; (b) z-values for difference of direct and indirect evidence with back-calculation method; (c) Standardized residuals; (d) heterogeneity variance estimator; (e) cook distance; (f) ratio of variances; (g) Q statistics. - Forward plots for summary estimates and their confidence intervals in each step of forward search algorithm.

Version: 0.1.17
Depends: R (≥ 3.0.0)
Imports: netmeta (≥ 0.9-7), stats (≥ 3.4.3), parallel (≥ 3.4.1), MASS (≥ 7.3-47), reshape2 (≥ 1.4.3), ggplot2 (≥ 3.0.0), gridExtra (≥ 2.3)
Published: 2021-02-01
Author: Maria Petropoulou ORCID iD [aut, cre], Guido Schwarzer ORCID iD [aut], Agapios Panos [aut], Dimitris Mavridis ORCID iD [aut]
Maintainer: Maria Petropoulou <petropoulou at imbi.uni-freiburg.de>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://github.com/petropouloumaria/NMAoutlier
NeedsCompilation: no
Materials: NEWS
In views: MetaAnalysis
CRAN checks: NMAoutlier results

Downloads:

Reference manual: NMAoutlier.pdf
Package source: NMAoutlier_0.1.17.tar.gz
Windows binaries: r-devel: NMAoutlier_0.1.17.zip, r-release: NMAoutlier_0.1.17.zip, r-oldrel: NMAoutlier_0.1.17.zip
macOS binaries: r-release: NMAoutlier_0.1.17.tgz, r-oldrel: NMAoutlier_0.1.17.tgz
Old sources: NMAoutlier archive

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