Online-Ressource
Verfasst von:	Harrer, Mathias [VerfasserIn]
	Cuijpers, Pim [VerfasserIn]
	Furukawa, Toshi A. [VerfasserIn]
	Ebert, David Daniel [VerfasserIn]
Titel:	Doing meta-analysis with R
Titelzusatz:	a hands-on guide
Verf.angabe:	Mathias Harrer, Pim Cuijpers, Toshi A. Furukawa, David D. Ebert
Ausgabe:	First edition
Verlagsort:	Boca Raton ; London ; New York
Verlag:	CRC Press, Taylor & Francis Group
Jahr:	2022
Umfang:	1 Online-Ressource (xxvi, 474 Seiten)
Fussnoten:	Description based on publisher supplied metadata and other sources
ISBN:	978-1-000-43563-4
Abstract:	Cover -- Half Title -- Title Page -- Copyright Page -- Dedication -- Contents -- Preface -- About the Authors -- List of Symbols -- I. Getting Started -- 1. Introduction -- 1.1. What Are Meta-Analyses? -- 1.2. "Exercises in Mega-Silliness": A Historical Anecdote -- 1.3. Apples and Oranges: A Quick Tour of Meta-Analysis Pitfalls -- 1.4. Problem Specification, Study Search &amp -- Coding -- 1.4.1. Defining the Research Question -- 1.4.2. Analysis Plan &amp -- Preregistration -- 1.4.3. Study Search -- 1.4.4. Study Selection -- 1.4.5. Data Extraction &amp -- Coding -- 1.5. Questions &amp -- Answers -- 1.6. Summary -- 2. Discovering R -- 2.1. Installing R &amp -- R Studio -- 2.2. Packages -- 2.3. The {dmetar} Package -- 2.4. Data Preparation &amp -- Import -- 2.5. Data Manipulation -- 2.5.1. Class Conversion -- 2.5.2. Data Slicing -- 2.5.3. Data Transformation -- 2.5.4. Saving Data -- 2.6. Questions &amp -- Answers -- 2.7. Summary -- II. Meta-Analysis in R -- 3. Effect Sizes -- 3.1. What Is an Effect Size? -- 3.2. Measures &amp -- Effect Sizes in Single Group Designs -- 3.2.1. Means -- 3.2.2. Proportions -- 3.2.3. Correlations -- 3.3. Effect Sizes in Control Group Designs -- 3.3.1. (Standardized) Mean Differences -- 3.3.2. Risk &amp -- Odds Ratios -- 3.3.3. Incidence Rate Ratios -- 3.4. Effect Size Correction -- 3.4.1. Small Sample Bias -- 3.4.2. Unreliability -- 3.4.3. Range Restriction -- 3.5. Common Problems -- 3.5.1. Different Effect Size Data Formats -- 3.5.2. The Unit-of-Analysis Problem -- 3.6. Questions &amp -- Answers -- 3.7. Summary -- 4. Pooling Effect Sizes -- 4.1. The Fixed-Effect &amp -- Random-Effects Model -- 4.1.1. The Fixed-Effect Model -- 4.1.2. The Random-Effects Model -- 4.2. Effect Size Pooling in R -- 4.2.1. Pre-Calculated Effect Size Data -- 4.2.2. (Standardized) Mean Differences -- 4.2.3. Binary Outcomes -- 4.2.4. Correlations.
URL:	Aggregator: https://ebookcentral.proquest.com/lib/kxp/detail.action?docID=6675008
Schlagwörter:	(s)Metaanalyse    / (s)R <Programm>    / (s)Statistischer Test    / (s)Regressionsanalyse    / (s)Bias    / (s)Strukturgleichungsmodell    / (s)Bayes-Verfahren
Datenträger:	Online-Ressource
Sprache:	eng
Bibliogr. Hinweis:	Erscheint auch als : Druck-Ausgabe: Harrer, Mathias: Doing meta-analysis with R. - First edition. - Boca Raton : CRC Press, 2022. - xxvi, 474 Seiten
RVK-Notation:	ST 601
Sach-SW:	Electronic books
K10plus-PPN:	1763124622
	Universitätsbibliothek
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