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Multilevel Modelling for Public Heal...
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Leyland, Alastair H.
Multilevel Modelling for Public Health and Health Services Research = Health in Context /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Multilevel Modelling for Public Health and Health Services Research/ by Alastair H. Leyland, Peter P. Groenewegen.
其他題名:
Health in Context /
作者:
Leyland, Alastair H.
其他作者:
Groenewegen, Peter P.
面頁冊數:
XVII, 286 p. 145 illus., 110 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Statistics for Life Sciences, Medicine, Health Sciences. -
電子資源:
https://doi.org/10.1007/978-3-030-34801-4
ISBN:
9783030348014
Multilevel Modelling for Public Health and Health Services Research = Health in Context /
Leyland, Alastair H.
Multilevel Modelling for Public Health and Health Services Research
Health in Context /[electronic resource] :by Alastair H. Leyland, Peter P. Groenewegen. - 1st ed. 2020. - XVII, 286 p. 145 illus., 110 illus. in color.online resource.
Part I: Theoretical, conceptual and methodological background -- Chapter 1: Introduction -- Chapter 2: Health in context -- Chapter 3: What is multilevel modelling? -- Chapter 4: Multilevel data structures -- Part II: Statistical background -- Chapter 5: Graphs and equations -- Chapter 6: Apportioning variation in multilevel models -- Part III: The modelling process and presentation of research -- Chapter 7: Context, composition and how their influences vary -- Chapter 8: Ecometrics: Using MLA to construct contextual variables from individual data -- Chapter 9: Modelling strategies -- Chapter 10: Reading and writing -- Part IV: Tutorials with example datasets -- Chapter 11: Multilevel linear regression using MLwiN: Mortality in England and Wales, 1979-1992 -- Chapter 12. Multilevel logistic regression using MLwiN: Referrals to physiotherapy -- Chapter 13. Untangling context and composition using MLwiN: Incidence of cardiovascular disease in small areas in Scotland.
Open Access
This open access book is a practical introduction to multilevel modelling or multilevel analysis (MLA) – a statistical technique being increasingly used in public health and health services research. The authors begin with a compelling argument for the importance of researchers in these fields having an understanding of MLA to be able to judge not only the growing body of research that uses it, but also to recognise the limitations of research that did not use it. The volume also guides the analysis of real-life data sets by introducing and discussing the use of the multilevel modelling software MLwiN, the statistical package that is used with the example data sets. Importantly, the book also makes the training material accessible for download – not only the datasets analysed within the book, but also a freeware version of MLwiN to allow readers to work with these datasets. The book’s practical review of MLA comprises: Theoretical, conceptual, and methodological background Statistical background The modelling process and presentation of research Tutorials with example datasets Multilevel Modelling for Public Health and Health Services Research: Health in Context is a practical and timely resource for public health and health services researchers, statisticians interested in the relationships between contexts and behaviour, graduate students across these disciplines, and anyone interested in utilising multilevel modelling or multilevel analysis. “Leyland and Groenewegen’s wealth of teaching experience makes this book and its accompanying tutorials especially useful for a practical introduction to multilevel analysis.” ̶ Juan Merlo, Professor of Social Epidemiology, Lund University “Comprehensive and insightful. A must for anyone interested in the applications of multilevel modelling to population health”. ̶ S. (Subu) V. Subramanian, Professor of Population Health and Geography, Harvard University.
ISBN: 9783030348014
Standard No.: 10.1007/978-3-030-34801-4doiSubjects--Topical Terms:
670172
Statistics for Life Sciences, Medicine, Health Sciences.
LC Class. No.: RA1-1270
Dewey Class. No.: 613
Multilevel Modelling for Public Health and Health Services Research = Health in Context /
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Part I: Theoretical, conceptual and methodological background -- Chapter 1: Introduction -- Chapter 2: Health in context -- Chapter 3: What is multilevel modelling? -- Chapter 4: Multilevel data structures -- Part II: Statistical background -- Chapter 5: Graphs and equations -- Chapter 6: Apportioning variation in multilevel models -- Part III: The modelling process and presentation of research -- Chapter 7: Context, composition and how their influences vary -- Chapter 8: Ecometrics: Using MLA to construct contextual variables from individual data -- Chapter 9: Modelling strategies -- Chapter 10: Reading and writing -- Part IV: Tutorials with example datasets -- Chapter 11: Multilevel linear regression using MLwiN: Mortality in England and Wales, 1979-1992 -- Chapter 12. Multilevel logistic regression using MLwiN: Referrals to physiotherapy -- Chapter 13. Untangling context and composition using MLwiN: Incidence of cardiovascular disease in small areas in Scotland.
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