Statistical methods in psychiatry and related fields : (Record no. 17980)

MARC details
000 -LEADER
fixed length control field 03732cam a2200337Ii 4500
001 - CONTROL NUMBER
control field 9781315151526
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 180706t20182018fluad ob 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781315151526
Qualifying information (e-book : PDF)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781351638043
Qualifying information (e-book: Mobi)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781498740777
Qualifying information (e-book)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9781498740760
Qualifying information (hardback)
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1201/9781315151526
Source of number or code doi
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)1005688197
040 ## - CATALOGING SOURCE
Original cataloging agency FlBoTFG
Transcribing agency FlBoTFG
Description conventions rda
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number RC337
Item number .G87 2018
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 616.8900727
Item number G927
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Gueorguieva, Ralitza,
Relator term author.
245 10 - TITLE STATEMENT
Title Statistical methods in psychiatry and related fields :
Remainder of title longitudinal, clustered, and other repeated measures data /
Statement of responsibility, etc. by Ralitza Gueorguieva.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Boca Raton, Florida :
Name of producer, publisher, distributor, manufacturer CRC Press,
Date of production, publication, distribution, manufacture, or copyright notice [2018]
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice ©2018
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (xviii, 352 pages)
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Source rdacarrier
505 00 - FORMATTED CONTENTS NOTE
Title chapter Introduction /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Traditional Methods for Analysis of Longitudinal and Clustered Data /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Linear Mixed Models for Longitudinal and Clustered Data /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Linear Models for Non-Normal Outcomes /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Non-Parametric Methods for the Analysis of Repeatedly Measured Data /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Post Hoc Analysis and Adjustments for Multiple Comparisons /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Handling of Missing Data and Dropout in Longitudinal Studies /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Controlling for Covariates in Studies with Repeated Measures /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Assessment of Moderator and Mediator Effects /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Mixture Models for Trajectory Analyses /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Study Design and Sample Size Calculations /
Statement of responsibility Gueorguieva Ralitza --
Title chapter Summary and Further Readings /
Statement of responsibility Gueorguieva Ralitza.
520 ## - SUMMARY, ETC.
Summary, etc. "Data collected in psychiatry and related fields are complex because outcomes are rarely directly observed, there are multiple correlated repeated measures within individuals, there is natural heterogeneity in treatment responses and in other characteristics in the populations. Simple statistical methods do not work well with such data. More advanced statistical methods capture the data complexity better, but are difficult to apply appropriately and correctly by investigators who do not have advanced training in statistics. This book presents, at a non-technical level, several approaches for the analysis of correlated data: mixed models for continuous and categorical outcomes, nonparametric methods for repeated measures and growth mixture models for heterogeneous trajectories over time. Separate chapters are devoted to techniques for multiple comparison correction, analysis in the presence of missing data, adjustment for covariates, assessment of mediator and moderator effects, study design and sample size considerations. The focus is on the assumptions of each method, applicability and interpretation rather than on technical details. The intended audience are applied researchers with minimal knowledge of statistics, although the book could also benefit collaborating statisticians. The book, together with the online materials, is a valuable resource aimed at promoting the use of appropriate statistical methods for the analysis of repeated measures data. "--Provided by publisher.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Psychiatry
General subdivision Research
-- Statistical methods.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
International Standard Book Number 9781498740760
Record control number (DLC) 2017029497
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://www.taylorfrancis.com/books/9781315151526">https://www.taylorfrancis.com/books/9781315151526</a>
Public note Click here to view.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Koha item type eBook

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