Causal Inference And Scientific Paradigms In Epidemiology

Author : Steven S. Coughlin
Publisher : Bentham Science Publishers
ISBN 13 : 1608051811
Total Pages : 76 pages
Book Rating : 4.16/5 ( download)

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Download or read book Causal Inference and Scientific Paradigms in Epidemiology written by Steven S. Coughlin and published by Bentham Science Publishers. This book was released on 2010 with total page 76 pages. Available in PDF, EPUB and Kindle. Book excerpt: This anthology of articles on causal inference and scientific paradigms in epidemiology covers several important topics including the search for causal explanations, the strengths and limitations of causal criteria, quantitative approaches for assessing causal relationships that are relevant to epidemiology and emerging paradigms in epidemiologic research. In order to provide historical context, an overview of philosophical and historical developments relevant to causal inference in epidemiology and public health is also provided. Several theoretical and applied aspects of causal inference are dealt with. The aim of this Ebook is not only to summarize important developments in causal inference in epidemiology but also to identify possible ways to enhance the search for causal explanations for diseases and injuries. Examples are provided from such fields as chronic disease epidemiology, Veterans health, and environmental epidemiology. A particular goal of the Ebook is to provide ideas for strengthening causal inference in epidemiology in the context of refined research paradigms. These topics are important because the results of epidemiologic studies contribute to generalizable knowledge by clarifying the causes of diseases, by combining epidemiologic data with information from other disciplines (for example, psychology and industrial hygiene), by evaluating the consistency of epidemiologic data with etiological hypotheses about causation, and by providing the basis for evaluating procedures for health promotion and prevention and public health practices.

Author : K. J. Rothman
Publisher : Kenneth Rothman
ISBN 13 : 9780917227035
Total Pages : 220 pages
Book Rating : 4.34/5 ( download)

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Download or read book Causal inference written by K. J. Rothman and published by Kenneth Rothman. This book was released on 1988 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : Olaf Dammann
Publisher : Springer
ISBN 13 : 3319963074
Total Pages : 134 pages
Book Rating : 4.75/5 ( download)

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Download or read book Causation in Population Health Informatics and Data Science written by Olaf Dammann and published by Springer. This book was released on 2018-10-29 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Marketing text: This book covers the overlap between informatics, computer science, philosophy of causation, and causal inference in epidemiology and population health research. Key concepts covered include how data are generated and interpreted, and how and why concepts in health informatics and the philosophy of science should be integrated in a systems-thinking approach. Furthermore, a formal epistemology for the health sciences and public health is suggested. Causation in Population Health Informatics and Data Science provides a detailed guide of the latest thinking on causal inference in population health informatics. It is therefore a critical resource for all informaticians and epidemiologists interested in the potential benefits of utilising a systems-based approach to causal inference in health informatics.

Author : Jung-Der Wang
Publisher : World Scientific
ISBN 13 : 9789810249250
Total Pages : 384 pages
Book Rating : 4.5X/5 ( download)

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Download or read book Basic Principles and Practical Applications in Epidemiological Research written by Jung-Der Wang and published by World Scientific. This book was released on 2002 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on the concept of ?conjecture and refutation? from the Popperian philosophy of science, i.e. looking for alternative causes, this book simplifies the design and inferences of human observational studies into two types: descriptive and causal. It clarifies how and why causal inference should be considered from the search for alternative explanations or causes, and descriptive inference from the sample at hand to the source population. Furthermore, it links the health policy and epidemiological concept with decisional questions, for which the basic measurement can be quality-adjusted survival time or quality-adjusted life year.

Author : Hua He
Publisher : Springer
ISBN 13 : 3319412590
Total Pages : 321 pages
Book Rating : 4.97/5 ( download)

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Download or read book Statistical Causal Inferences and Their Applications in Public Health Research written by Hua He and published by Springer. This book was released on 2016-10-26 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book compiles and presents new developments in statistical causal inference. The accompanying data and computer programs are publicly available so readers may replicate the model development and data analysis presented in each chapter. In this way, methodology is taught so that readers may implement it directly. The book brings together experts engaged in causal inference research to present and discuss recent issues in causal inference methodological development. This is also a timely look at causal inference applied to scenarios that range from clinical trials to mediation and public health research more broadly. In an academic setting, this book will serve as a reference and guide to a course in causal inference at the graduate level (Master's or Doctorate). It is particularly relevant for students pursuing degrees in statistics, biostatistics, and computational biology. Researchers and data analysts in public health and biomedical research will also find this book to be an important reference.

Author : Olaf Dammann
Publisher :
ISBN 13 : 9783319963082
Total Pages : 134 pages
Book Rating : 4.82/5 ( download)

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Download or read book Causation in Population Health Informatics and Data Science written by Olaf Dammann and published by . This book was released on 2019 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Marketing text: This book covers the overlap between informatics, computer science, philosophy of causation, and causal inference in epidemiology and population health research. Key concepts covered include how data are generated and interpreted, and how and why concepts in health informatics and the philosophy of science should be integrated in a systems-thinking approach. Furthermore, a formal epistemology for the health sciences and public health is suggested. Causation in Population Health Informatics and Data Science provides a detailed guide of the latest thinking on causal inference in population health informatics. It is therefore a critical resource for all informaticians and epidemiologists interested in the potential benefits of utilising a systems-based approach to causal inference in health informatics.

Author : Daniel Westreich
Publisher : Oxford University Press, USA
ISBN 13 : 0190665769
Total Pages : 241 pages
Book Rating : 4.60/5 ( download)

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Download or read book Epidemiology by Design written by Daniel Westreich and published by Oxford University Press, USA. This book was released on 2019-11 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: A (LONG OVERDUE) CAUSAL APPROACH TO INTRODUCTORY EPIDEMIOLOGY Epidemiology is recognized as the science of public health, evidence-based medicine, and comparative effectiveness research. Causal inference is the theoretical foundation underlying all of the above. No introduction to epidemiology is complete without extensive discussion of causal inference; what's missing is a textbook that takes such an approach. Epidemiology by Design takes a causal approach to the foundations of traditional introductory epidemiology. Through an organizing principle of study designs, it teaches epidemiology through modern causal inference approaches, including potential outcomes, counterfactuals, and causal identification conditions. Coverage in this textbook includes: · Introduction to measures of prevalence and incidence (survival curves, risks, rates, odds) and measures of contrast (differences, ratios); the fundamentals of causal inference; and principles of diagnostic testing, screening, and surveillance · Description of three key study designs through the lens of causal inference: randomized trials, prospective observational cohort studies, and case-control studies · Discussion of internal validity (within a sample), external validity, and population impact: the foundations of an epidemiologic approach to implementation science For first-year graduate students and advanced undergraduates in epidemiology and public health fields more broadly, Epidemiology by Design offers a rigorous foundation in epidemiologic methods and an introduction to methods and thinking in causal inference. This new textbook will serve as a foundation not just for further study of the field, but as a head start on where the field is going.

Author : Mervyn Susser
Publisher :
ISBN 13 :
Total Pages : 212 pages
Book Rating : 4.21/5 ( download)

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Download or read book Causal Thinking in the Health Sciences written by Mervyn Susser and published by . This book was released on 1973 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : Miquel A. Hernan
Publisher : CRC Press
ISBN 13 : 9781420076165
Total Pages : 352 pages
Book Rating : 4.67/5 ( download)

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Download or read book Causal Inference written by Miquel A. Hernan and published by CRC Press. This book was released on 2019-07-07 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practical book presents an authoritative yet accessible overview of the methods and applications of causal inference. With a wide range of detailed, worked examples using real epidemiologic data as well as software for replicating the analyses, the text provides a thorough introduction to the basics of the theory for non-time-varying treatments and the generalization to complex longitudinal data.

Author : Raj S. Bhopal
Publisher : Oxford University Press
ISBN 13 : 0198739680
Total Pages : 481 pages
Book Rating : 4.85/5 ( download)

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Download or read book Concepts of Epidemiology written by Raj S. Bhopal and published by Oxford University Press. This book was released on 2016 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: First edition published in 2002. Second edition published in 2008.