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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"--

Reproducible research. --- United States.

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"Social science practitioners have recently witnessed numerous episodes of influential research that fell apart upon close scrutiny. These instances have spurred suspicions that other published results may contain errors or may at least be less robust than they appear. In response, an influential movement has emerged across the social sciences for greater research transparency, openness, and reproducibility. Transparent and Reproducible Social Science Research crystallizes the new insights, practices, and methods of this rising interdisciplinary field"--Provided by publisher.

Reproducible research. --- Social sciences --- Research.

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"In 2014 the National Science Foundation (NSF) provided support to the National Academies of Sciences, Engineering, and Medicine for a series of Forums on Open Science in response to a government-wide directive to support increased public access to the results of research funded by the federal government. However, the breadth of the work resulting from the series precluded a focus on any specific topic or discussion about how to improve public access. Thus, the main goal of the Workshop on Transparency and Reproducibility in Federal Statistics was to develop some understanding of what principles and practices are, or would be, supportive of making federal statistics more understandable and reviewable, both by agency staff and the public. This publication summarizes the presentations and discussions from the workshop"--Publisher's description.

Transparency in government --- Reproducible research --- United States --- United States. --- Statistics

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The 2nd International Workshop on Practical Reproducible Evaluation of Computer Systems (PRECS 2019) is full-day meeting that focuses heavily on practical, actionable aspects of reproducibility in broad areas of computational science and data exploration, with special emphasis on issues in which community collaboration can be essential for adopting novel methodologies, techniques and frameworks aimed at addressing some of the challenges we face today. The workshop brings together researchers and experts to share experiences and advance the state of the art in the reproducible evaluation of computer systems, featuring contributed papers and invited talks.

Computer systems --- High performance computing --- Reproducible research. --- Evaluation

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Life sciences. --- Molecular biology. --- Genetics --- Genomics --- Reproducible research. --- Genetic Techniques --- Genetic Research --- Research --- Methodology. --- methods