Multilevel Modeling of Social Problems (Record no. 109106)
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fixed length control field | 04638nam a22004335i 4500 |
001 - CONTROL NUMBER | |
control field | 978-90-481-9855-9 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20140220083826.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr nn 008mamaa |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 110224s2011 ne | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9789048198559 |
-- | 978-90-481-9855-9 |
024 7# - OTHER STANDARD IDENTIFIER | |
Standard number or code | 10.1007/978-90-481-9855-9 |
Source of number or code | doi |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | H61-61.95 |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | JHBC |
Source | bicssc |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | SOC019000 |
Source | bisacsh |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 300.1 |
Edition number | 23 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Smith, Robert B. |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Multilevel Modeling of Social Problems |
Medium | [electronic resource] : |
Remainder of title | A Causal Perspective / |
Statement of responsibility, etc | by Robert B. Smith. |
264 #1 - | |
-- | Dordrecht : |
-- | Springer Netherlands, |
-- | 2011. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | XXXIX, 535p. 49 illus. |
Other physical details | online resource. |
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-- | txt |
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337 ## - | |
-- | computer |
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-- | rdamedia |
338 ## - | |
-- | online resource |
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347 ## - | |
-- | text file |
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505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Contents -- Preface and Acknowledgements -- List of Tables and Figures -- Overview of Book Chapters -- Part 1, Introductory Essays -- 1.Contextual Analysis and Multilevel Models -- 2.Stable Association and Potential Outcomes -- 3.Dependency Networks -- 4.Uses for Multilevel Models -- Part 2, Contextual Studies -- 5.Global Human Development -- 6.A Globalized Conflict -- 7.Will Claims Workers Dislike a Fraud Detector? -- Part 3, Evaluative Research -- 8.Target, Matched, and Not-Matched Schools -- 9.Using Propensity Scores -- Part 4, Research Summaries -- 10.Gatekeepers and Sentinels -- 11.Childhood Vaccinations and Autism -- 12.Conclusion: Gauging Causality in Multilevel Models -- Acronyms -- Glossary -- References -- Index. |
520 ## - SUMMARY, ETC. | |
Summary, etc | Uniquely focusing on intersections of social problems, multilevel statistical modeling, and causality, the substantively and methodologically integrated chapters of this book clarify basic strategies for developing and testing multilevel linear models (MLMs), and drawing casual inferences from such models. These models are also referred to as hierarchical linear models (HLMs) or mixed models. The statistical modeling of multilevel data structures enables researchers to combine contextual and longitudinal analyses appropriately. But researchers working on social problems seldom apply these methods, even though the topics they are studying and the empirical data call for their use. By applying multilevel modeling to hierarchical data structures, this book illustrates how the use of these methods can facilitate social problems research and the formulation of social policies. It gives the reader access to working data sets, computer code, and analytic techniques, while at the same time carefully discussing issues of causality in such models. This book innovatively: • Develops procedures for studying social, economic, and human development. • Uses typologies to group (i.e., classify or nest) the level of random macro-level factors. • Estimates models with Poisson, binomial, and Gaussian end points using SAS's generalized linear mixed models (GLIMMIX) procedure. • Selects appropriate covariance structures for generalized linear mixed models. • Applies difference-in-differences study designs in the multilevel modeling of intervention studies. • Calculates propensity scores by applying Firth logistic regression to Goldberger-corrected data. • Uses the Kenward-Rogers correction in mixed models of repeated measures. • Explicates differences between associational and causal analysis of multilevel models. • Consolidates research findings via meta-analysis and methodological critique. • Develops criteria for assessing a study's validity and zone of causality. Because of its social problems focus, clarity of exposition, and use of state-of-the-art procedures, policy researchers, methodologists, and applied statisticians in the social sciences (specifically, sociology, social psychology, political science, education, and public health) will find this book of great interest. It can be used as a primary text in courses on multilevel modeling or as a primer for more advanced texts. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Social sciences. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Statistics. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Social sciences |
General subdivision | Methodology. |
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Social Sciences. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Methodology of the Social Sciences. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law. |
710 2# - ADDED ENTRY--CORPORATE NAME | |
Corporate name or jurisdiction name as entry element | SpringerLink (Online service) |
773 0# - HOST ITEM ENTRY | |
Title | Springer eBooks |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Display text | Printed edition: |
International Standard Book Number | 9789048198542 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | http://dx.doi.org/10.1007/978-90-481-9855-9 |
912 ## - | |
-- | ZDB-2-SHU |
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