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altmeta (version 4.1)

Alternative Meta-Analysis Methods

Description

Provides alternative statistical methods for meta-analysis, including: - bivariate generalized linear mixed models for synthesizing odds ratios, relative risks, and risk differences (Chu et al., 2012 ) - heterogeneity tests and measures and penalization methods that are robust to outliers (Lin et al., 2017 ; Wang et al., 2022 ); - measures, tests, and visualization tools for publication bias or small-study effects (Lin and Chu, 2018 ; Lin, 2019 ; Lin, 2020 ; Shi et al., 2020 ); - meta-analysis of diagnostic tests for synthesizing sensitivities, specificities, etc. (Reitsma et al., 2005 ; Chu and Cole, 2006 ); - meta-analysis methods for synthesizing proportions (Lin and Chu, 2020 ); - models for multivariate meta-analysis, measures of inconsistency degrees of freedom in Bayesian network meta-analysis, and predictive P-score (Lin and Chu, 2018 ; Lin, 2020 ; Rosenberger et al., 2021 ).

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Version

Install

install.packages('altmeta')

Monthly Downloads

443

Version

4.1

License

GPL (>= 2)

Maintainer

Last Published

August 29th, 2022

Functions in altmeta (4.1)

dat.carless

A Meta-Analysis on the Efficacy of Platelet-Rich-Plasmapheresis in Reducing Peri-Operative Allogeneic Red Blood Cell Transfusion in Cardiac Surgery
dat.ha

A Meta-Analysis on the Effect of Placebo Interventions for All Clinical Conditions Regarding Patient-Reported Outcomes
dat.chor

A Meta-Analysis of Proportions on Chorioamnionitis
dat.fib

A Multivariate Meta-Analysis by the Fibrinogen Studies Collaboration
dat.lcj

A Meta-Analysis on the Effect of Progressive Resistance Strength Training Exercise vs. Control
dat.ducharme

A Meta-Analysis on the Effect of Long-Acting Inhaled Beta2-Agonists vs. Control for Chronic Asthma
dat.paige

A Meta-Analysis on the Effectiveness of Spinal Manipulative Therapies (Other Than Sham)
dat.poole

A Meta-Analysis for Evaluating the Effect of Mucolytic on Bronchitis/Chronic Obstructive Pulmonary Disease
dat.williams

A Meta-Analysis on the Effect of Pharmacotherapy for Social Anxiety Disorder
dat.smith

Meta-Analysis on the Diagnostic Accuracy of Ultrasound for Detecting Partial Thickness Rotator Cuff Tears
dat.xu

A Network Meta-Analysis on Immune Checkpoint Inhibitor Drugs
dat.plourde

A Meta-Analysis for Comparing the Fluoroscopy Time in Percutaneous Coronary Intervention Between Radial and Femoral Accesses
dat.slf

A Meta-Analysis on the Effect of Nicotine Gum for Smoking Cessation
dat.sc

A Network Meta-Analysis on Smoking Cessation
dat.scheidler

Meta-Analysis on the Utility of Lymphangiography, Computed Tomography, and Magnetic Resonance Imaging for the Diagnosis of Lymph Node Metastasis
dat.whiting

A Meta-Analysis on Adverse Events for the Comparison Cannabinoid vs. Placebo
dat.pte

Meta-Analysis of Multiple Risk Factors for Pterygium
maprop.twostep

Meta-Analysis of Proportions Using Two-Step Methods
metaoutliers

Outlier Detection in Meta-Analysis
metahet

Meta-Analysis Heterogeneity Measures
metapb

Detecting and Quantifying Publication Bias/Small-Study Effects
meta.pen

A penalization approach to random-effects meta-analysis
maprop.glmm

Meta-Analysis of Proportions Using Generalized Linear Mixed Models
mvma.bayesian

Bayesian Random-Effects Multivariate Meta-Analysis
meta.biv

Bivariate Method for Meta-Analysis.
mvma

Multivariate Meta-Analysis
meta.dt

Meta-Analysis of Diagnostic Tests
pb.bayesian.binary

Bayesian Method for Assessing Publication Bias/Small-Study Effects in Meta-Analysis of a Binary Outcome
mvma.hybrid.bayesian

Bayesian Hybrid Model for Random-Effects Multivariate Meta-Analysis
pb.hybrid.binary

Hybrid Test for Publication Bias/Small-Study Effects in Meta-Analysis With Binary Outcomes
nma.icdf

Evidence Inconsistency Degrees of Freedom in Bayesian Network Meta-Analysis
mvma.hybrid

Hybrid Model for Random-Effects Multivariate Meta-Analysis
pb.hybrid.generic

Hybrid Test for Publication Bias/Small-Study Effects in Meta-Analysis With Generic Outcomes
plot.meta.dt

Plot for Meta-Analysis of Diagnostic Tests
print.meta.dt

Print Method for "meta.dt" Objects
plot.metaoutliers

Standardized Residual Plot for Outliers Diagnostics
ssfunnel

Contour-Enhanced Sample-Size-Based Funnel Plot
nma.predrank

Predictive P-Score for Treatment Ranking in Bayesian Network Meta-Analysis
dat.barlow

A Meta-Analysis on the Effect of Parent Training Programs vs. Control for Improving Parental Psychosocial Health Within 4 Weeks After Intervention
dat.adams

A Meta-Analysis on the Effects of Fluvastatin 20 mg/day on High-Density Lipoprotein
dat.aex

A Meta-Analysis for Evaluating the Effect of Aerobic Exercise on Visceral Adipose Tissue Content/Volume
dat.bellamy

A Meta-Analysis on Type 2 Diabetes Mellitus After Gestational Diabetes
dat.beck17

A Meta-Analysis of Prevalence of Depression or Depressive Symptoms Among Medical Students
dat.henry

A Meta-Analysis for Evaluating the Effect of Tranexamic Acid on Perioperative Allogeneic Blood Transfusion
dat.bjelakovic

A Meta-Analysis on the Beneficial and Harmful Effects of Vitamin D Supplementation for the Prevention of Mortality in Healthy Adults and Adults in a Stable Phase of Disease
dat.bohren

A Meta-Analysis on the Effects of Continuous, One-To-One Intrapartum Support on Spontaneous Vaginal Births, Compared With Usual Care
dat.hipfrac

A Meta-Analysis on the Magnitude and Duration of Excess Mortality After Hip Fracture Among Older Men
dat.annane

A Meta-Analysis for Comparing the Effect of Steroids vs. Control in the Length of Intensive Care Unit (ICU) Stay
dat.baker

A Network Meta-Analysis on Effects of Pharmacologic Treatments for Chronic Obstructive Pulmonary Disease
dat.butters

A Meta-Analysis on the Overall Response of the Addition of Drugs to a Chemotherapy Regimen for Metastatic Breast Cancer
dat.kaner

A Meta-Analysis on the Effect of Brief Alcohol Interventions vs. Control in Primary Care Populations