Reproducibility and Replicability in Science

Reproducibility and Replicability in Science

Author: National Academies of Sciences, Engineering, and Medicine

Publisher: National Academies Press

Published: 2019-10-20

Total Pages: 257

ISBN-13: 0309486165

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One of the pathways by which the scientific community confirms the validity of a new scientific discovery is by repeating the research that produced it. When a scientific effort fails to independently confirm the computations or results of a previous study, some fear that it may be a symptom of a lack of rigor in science, while others argue that such an observed inconsistency can be an important precursor to new discovery. Concerns about reproducibility and replicability have been expressed in both scientific and popular media. As these concerns came to light, Congress requested that the National Academies of Sciences, Engineering, and Medicine conduct a study to assess the extent of issues related to reproducibility and replicability and to offer recommendations for improving rigor and transparency in scientific research. Reproducibility and Replicability in Science defines reproducibility and replicability and examines the factors that may lead to non-reproducibility and non-replicability in research. Unlike the typical expectation of reproducibility between two computations, expectations about replicability are more nuanced, and in some cases a lack of replicability can aid the process of scientific discovery. This report provides recommendations to researchers, academic institutions, journals, and funders on steps they can take to improve reproducibility and replicability in science.


Book Synopsis Reproducibility and Replicability in Science by : National Academies of Sciences, Engineering, and Medicine

Download or read book Reproducibility and Replicability in Science written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-10-20 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the pathways by which the scientific community confirms the validity of a new scientific discovery is by repeating the research that produced it. When a scientific effort fails to independently confirm the computations or results of a previous study, some fear that it may be a symptom of a lack of rigor in science, while others argue that such an observed inconsistency can be an important precursor to new discovery. Concerns about reproducibility and replicability have been expressed in both scientific and popular media. As these concerns came to light, Congress requested that the National Academies of Sciences, Engineering, and Medicine conduct a study to assess the extent of issues related to reproducibility and replicability and to offer recommendations for improving rigor and transparency in scientific research. Reproducibility and Replicability in Science defines reproducibility and replicability and examines the factors that may lead to non-reproducibility and non-replicability in research. Unlike the typical expectation of reproducibility between two computations, expectations about replicability are more nuanced, and in some cases a lack of replicability can aid the process of scientific discovery. This report provides recommendations to researchers, academic institutions, journals, and funders on steps they can take to improve reproducibility and replicability in science.


Scientific Method

Scientific Method

Author: John Staddon

Publisher: Routledge

Published: 2017-12-01

Total Pages: 164

ISBN-13: 1351586890

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This book shows how science works, fails to work, or pretends to work, by looking at examples from such diverse fields as physics, biomedicine, psychology, and economics. Social science affects our lives every day through the predictions of experts and the rules and regulations they devise. Sciences like economics, sociology and health are subject to more ‘operating limitations’ than classical fields like physics or chemistry or biology. Yet, their methods and results must also be judged according to the same scientific standards. Every literate citizen should understand these standards and be able to tell the difference between good science and bad. Scientific Method enables readers to develop a critical, informed view of scientific practice by discussing concrete examples of how real scientists have approached the problems of their fields. It is ideal for students and professionals trying to make sense of the role of science in society, and of the meaning, value, and limitations of scientific methodology in the social sciences.


Book Synopsis Scientific Method by : John Staddon

Download or read book Scientific Method written by John Staddon and published by Routledge. This book was released on 2017-12-01 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows how science works, fails to work, or pretends to work, by looking at examples from such diverse fields as physics, biomedicine, psychology, and economics. Social science affects our lives every day through the predictions of experts and the rules and regulations they devise. Sciences like economics, sociology and health are subject to more ‘operating limitations’ than classical fields like physics or chemistry or biology. Yet, their methods and results must also be judged according to the same scientific standards. Every literate citizen should understand these standards and be able to tell the difference between good science and bad. Scientific Method enables readers to develop a critical, informed view of scientific practice by discussing concrete examples of how real scientists have approached the problems of their fields. It is ideal for students and professionals trying to make sense of the role of science in society, and of the meaning, value, and limitations of scientific methodology in the social sciences.


Concepts of Biology

Concepts of Biology

Author: Samantha Fowler

Publisher:

Published: 2018-01-07

Total Pages: 618

ISBN-13: 9789888407453

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Concepts of Biology is designed for the single-semester introduction to biology course for non-science majors, which for many students is their only college-level science course. As such, this course represents an important opportunity for students to develop the necessary knowledge, tools, and skills to make informed decisions as they continue with their lives. Rather than being mired down with facts and vocabulary, the typical non-science major student needs information presented in a way that is easy to read and understand. Even more importantly, the content should be meaningful. Students do much better when they understand why biology is relevant to their everyday lives. For these reasons, Concepts of Biology is grounded on an evolutionary basis and includes exciting features that highlight careers in the biological sciences and everyday applications of the concepts at hand.We also strive to show the interconnectedness of topics within this extremely broad discipline. In order to meet the needs of today's instructors and students, we maintain the overall organization and coverage found in most syllabi for this course. A strength of Concepts of Biology is that instructors can customize the book, adapting it to the approach that works best in their classroom. Concepts of Biology also includes an innovative art program that incorporates critical thinking and clicker questions to help students understand--and apply--key concepts.


Book Synopsis Concepts of Biology by : Samantha Fowler

Download or read book Concepts of Biology written by Samantha Fowler and published by . This book was released on 2018-01-07 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: Concepts of Biology is designed for the single-semester introduction to biology course for non-science majors, which for many students is their only college-level science course. As such, this course represents an important opportunity for students to develop the necessary knowledge, tools, and skills to make informed decisions as they continue with their lives. Rather than being mired down with facts and vocabulary, the typical non-science major student needs information presented in a way that is easy to read and understand. Even more importantly, the content should be meaningful. Students do much better when they understand why biology is relevant to their everyday lives. For these reasons, Concepts of Biology is grounded on an evolutionary basis and includes exciting features that highlight careers in the biological sciences and everyday applications of the concepts at hand.We also strive to show the interconnectedness of topics within this extremely broad discipline. In order to meet the needs of today's instructors and students, we maintain the overall organization and coverage found in most syllabi for this course. A strength of Concepts of Biology is that instructors can customize the book, adapting it to the approach that works best in their classroom. Concepts of Biology also includes an innovative art program that incorporates critical thinking and clicker questions to help students understand--and apply--key concepts.


Methods of Science Today : Life Sciences, 3-4

Methods of Science Today : Life Sciences, 3-4

Author: Badie S. Boctor

Publisher: Clarke, Irwin

Published: 1979

Total Pages:

ISBN-13: 9788871213668

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Book Synopsis Methods of Science Today : Life Sciences, 3-4 by : Badie S. Boctor

Download or read book Methods of Science Today : Life Sciences, 3-4 written by Badie S. Boctor and published by Clarke, Irwin. This book was released on 1979 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:


What is the Scientific Method? Science Book for Kids | Children's Science Books

What is the Scientific Method? Science Book for Kids | Children's Science Books

Author: Baby Professor

Publisher: Speedy Publishing LLC

Published: 2017-07-15

Total Pages: 64

ISBN-13: 1541919769

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The scientific method is used to solve many great mysteries in natural science. It is long process that includes systematic observation, measurement and experiment. It is then followed by formulation, testing and modification of hypotheses. At fourth grade, your child will begin to use the scientific method in laboratory classes. This book will become very useful in this stage. Grab a copy today!


Book Synopsis What is the Scientific Method? Science Book for Kids | Children's Science Books by : Baby Professor

Download or read book What is the Scientific Method? Science Book for Kids | Children's Science Books written by Baby Professor and published by Speedy Publishing LLC. This book was released on 2017-07-15 with total page 64 pages. Available in PDF, EPUB and Kindle. Book excerpt: The scientific method is used to solve many great mysteries in natural science. It is long process that includes systematic observation, measurement and experiment. It is then followed by formulation, testing and modification of hypotheses. At fourth grade, your child will begin to use the scientific method in laboratory classes. This book will become very useful in this stage. Grab a copy today!


Science Rules

Science Rules

Author: Peter Achinstein

Publisher: JHU Press

Published: 2004-09-24

Total Pages: 450

ISBN-13: 9780801879432

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Included is a famous nineteenth-century debate about scientific reasoning between the hypothetico-deductivist William Whewell and the inductivist John Stuart Mill; and an account of the realism-antirealism dispute about unobservables in science, with a consideration of Perrin's argument for the existence of molecules in the early twentieth century.


Book Synopsis Science Rules by : Peter Achinstein

Download or read book Science Rules written by Peter Achinstein and published by JHU Press. This book was released on 2004-09-24 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: Included is a famous nineteenth-century debate about scientific reasoning between the hypothetico-deductivist William Whewell and the inductivist John Stuart Mill; and an account of the realism-antirealism dispute about unobservables in science, with a consideration of Perrin's argument for the existence of molecules in the early twentieth century.


Inquiry and the National Science Education Standards

Inquiry and the National Science Education Standards

Author: National Research Council

Publisher: National Academies Press

Published: 2000-05-03

Total Pages: 223

ISBN-13: 0309064767

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Humans, especially children, are naturally curious. Yet, people often balk at the thought of learning scienceâ€"the "eyes glazed over" syndrome. Teachers may find teaching science a major challenge in an era when science ranges from the hardly imaginable quark to the distant, blazing quasar. Inquiry and the National Science Education Standards is the book that educators have been waiting forâ€"a practical guide to teaching inquiry and teaching through inquiry, as recommended by the National Science Education Standards. This will be an important resource for educators who must help school boards, parents, and teachers understand "why we can't teach the way we used to." "Inquiry" refers to the diverse ways in which scientists study the natural world and in which students grasp science knowledge and the methods by which that knowledge is produced. This book explains and illustrates how inquiry helps students learn science content, master how to do science, and understand the nature of science. This book explores the dimensions of teaching and learning science as inquiry for K-12 students across a range of science topics. Detailed examples help clarify when teachers should use the inquiry-based approach and how much structure, guidance, and coaching they should provide. The book dispels myths that may have discouraged educators from the inquiry-based approach and illuminates the subtle interplay between concepts, processes, and science as it is experienced in the classroom. Inquiry and the National Science Education Standards shows how to bring the standards to life, with features such as classroom vignettes exploring different kinds of inquiries for elementary, middle, and high school and Frequently Asked Questions for teachers, responding to common concerns such as obtaining teaching supplies. Turning to assessment, the committee discusses why assessment is important, looks at existing schemes and formats, and addresses how to involve students in assessing their own learning achievements. In addition, this book discusses administrative assistance, communication with parents, appropriate teacher evaluation, and other avenues to promoting and supporting this new teaching paradigm.


Book Synopsis Inquiry and the National Science Education Standards by : National Research Council

Download or read book Inquiry and the National Science Education Standards written by National Research Council and published by National Academies Press. This book was released on 2000-05-03 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: Humans, especially children, are naturally curious. Yet, people often balk at the thought of learning scienceâ€"the "eyes glazed over" syndrome. Teachers may find teaching science a major challenge in an era when science ranges from the hardly imaginable quark to the distant, blazing quasar. Inquiry and the National Science Education Standards is the book that educators have been waiting forâ€"a practical guide to teaching inquiry and teaching through inquiry, as recommended by the National Science Education Standards. This will be an important resource for educators who must help school boards, parents, and teachers understand "why we can't teach the way we used to." "Inquiry" refers to the diverse ways in which scientists study the natural world and in which students grasp science knowledge and the methods by which that knowledge is produced. This book explains and illustrates how inquiry helps students learn science content, master how to do science, and understand the nature of science. This book explores the dimensions of teaching and learning science as inquiry for K-12 students across a range of science topics. Detailed examples help clarify when teachers should use the inquiry-based approach and how much structure, guidance, and coaching they should provide. The book dispels myths that may have discouraged educators from the inquiry-based approach and illuminates the subtle interplay between concepts, processes, and science as it is experienced in the classroom. Inquiry and the National Science Education Standards shows how to bring the standards to life, with features such as classroom vignettes exploring different kinds of inquiries for elementary, middle, and high school and Frequently Asked Questions for teachers, responding to common concerns such as obtaining teaching supplies. Turning to assessment, the committee discusses why assessment is important, looks at existing schemes and formats, and addresses how to involve students in assessing their own learning achievements. In addition, this book discusses administrative assistance, communication with parents, appropriate teacher evaluation, and other avenues to promoting and supporting this new teaching paradigm.


Social Science Research

Social Science Research

Author: Anol Bhattacherjee

Publisher: CreateSpace

Published: 2012-04-01

Total Pages: 156

ISBN-13: 9781475146127

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This book is designed to introduce doctoral and graduate students to the process of conducting scientific research in the social sciences, business, education, public health, and related disciplines. It is a one-stop, comprehensive, and compact source for foundational concepts in behavioral research, and can serve as a stand-alone text or as a supplement to research readings in any doctoral seminar or research methods class. This book is currently used as a research text at universities on six continents and will shortly be available in nine different languages.


Book Synopsis Social Science Research by : Anol Bhattacherjee

Download or read book Social Science Research written by Anol Bhattacherjee and published by CreateSpace. This book was released on 2012-04-01 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to introduce doctoral and graduate students to the process of conducting scientific research in the social sciences, business, education, public health, and related disciplines. It is a one-stop, comprehensive, and compact source for foundational concepts in behavioral research, and can serve as a stand-alone text or as a supplement to research readings in any doctoral seminar or research methods class. This book is currently used as a research text at universities on six continents and will shortly be available in nine different languages.


Science and Its Ways of Knowing

Science and Its Ways of Knowing

Author: John Hatton

Publisher: Addison-Wesley

Published: 1997

Total Pages: 168

ISBN-13:

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This broad collection of accessible essays helps readers develop a fuller appreciation of the nature of science and scientific knowledge in general. The focus throughout is on the relationships in science between fact and theory, about the nature of scientific theory, and about the kinds of claims on truth that science makes. Arranges essays according to three essential aspects of scientific practice: Method, theory, and discovery. For scientists looking to broaden their general knowledge of basic scientific theory.


Book Synopsis Science and Its Ways of Knowing by : John Hatton

Download or read book Science and Its Ways of Knowing written by John Hatton and published by Addison-Wesley. This book was released on 1997 with total page 168 pages. Available in PDF, EPUB and Kindle. Book excerpt: This broad collection of accessible essays helps readers develop a fuller appreciation of the nature of science and scientific knowledge in general. The focus throughout is on the relationships in science between fact and theory, about the nature of scientific theory, and about the kinds of claims on truth that science makes. Arranges essays according to three essential aspects of scientific practice: Method, theory, and discovery. For scientists looking to broaden their general knowledge of basic scientific theory.


Recipes for Science

Recipes for Science

Author: Angela Potochnik

Publisher: Routledge

Published: 2018-08-06

Total Pages: 336

ISBN-13: 1317416449

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Today, scientific literacy is an essential aspect of any undergraduate education. Recipes for Science responds to this need by providing an accessible introduction to the nature of science and scientific methods, reasoning, and concepts that is appropriate for any beginning college student. It is designed to be adaptable to a wide variety of different kinds of courses, such as introductions to scientific reasoning or critical thinking, philosophy of science, and science education. In any of these different uses, the book helps students better navigate our scientific, 21st-century world. Key Features Contemporary and historical examples of science from many fields of physical, life, and social sciences. Visual aids to clarify and illustrate ideas. Text boxes to explore related topics. Plenty of exercises to ensure full student engagement and mastery of the information. Annotated 'Further Reading' sections at the end of each chapter. Final glossary with helpful definitions of key terms. A companion website with author-developed and crowdsourced materials, including syllabi for courses using this textbook, bibliography of additional resources and online materials, sharable PowerPoint presentations and lecture notes, and additional exercises and extended projects.


Book Synopsis Recipes for Science by : Angela Potochnik

Download or read book Recipes for Science written by Angela Potochnik and published by Routledge. This book was released on 2018-08-06 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, scientific literacy is an essential aspect of any undergraduate education. Recipes for Science responds to this need by providing an accessible introduction to the nature of science and scientific methods, reasoning, and concepts that is appropriate for any beginning college student. It is designed to be adaptable to a wide variety of different kinds of courses, such as introductions to scientific reasoning or critical thinking, philosophy of science, and science education. In any of these different uses, the book helps students better navigate our scientific, 21st-century world. Key Features Contemporary and historical examples of science from many fields of physical, life, and social sciences. Visual aids to clarify and illustrate ideas. Text boxes to explore related topics. Plenty of exercises to ensure full student engagement and mastery of the information. Annotated 'Further Reading' sections at the end of each chapter. Final glossary with helpful definitions of key terms. A companion website with author-developed and crowdsourced materials, including syllabi for courses using this textbook, bibliography of additional resources and online materials, sharable PowerPoint presentations and lecture notes, and additional exercises and extended projects.