Exploring Heterogeneity in Meta-Analysis using Random Forests


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Documentation for package ‘metaforest’ version 0.1.2

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ClusterMF Clustered MetaForest analysis for dependent data.
extract_proximity Extract proximity matrix for a MetaForest object.
MetaForest Conduct a MetaForest analysis to explore heterogeneity in meta-analytic data.
ModelInfo_mf Returns a MetaForest ModelInfo list for use with caret
ModelInfo_rma Returns an rma ModelInfo list for use with caret
PartialDependence PartialDependence: Partial dependence plots
plot.MetaForest Plots cumulative MSE for a MetaForest object.
predict.MetaForest MetaForest prediction
print.MetaForest Prints MetaForest object.
print.summary.MetaForest Prints summary.MetaForest object.
SimulateSMD Simulates a meta-analytic dataset
summary.MetaForest Summarize MetaForest object.
VarImpPlot Plots variable importance for a MetaForest object.
WeightedScatter Plots weighted scatterplots for meta-analytic data. Can plot effect size as a function of either continuous (numeric, integer) or categorical (factor, character) predictors.