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Jan 15, 2021 · Researchers can make strides toward a more reproducible research process by simply thinking carefully about data management and organization, coding practices, and processes for making figures and tables (Fig. 1). Time and expertise must be invested in learning and adopting these tools and tips, and this investment can be substantial.
- Jesse M. Alston, Jessica A. Rick
- 33
- 2021
- 15 January 2021
May 7, 2019 · Improving substandard research practices—including poor study design, failure to report details, and inadequate data analysis—has the potential to improve reproducibility and replicability by ensuring that research is more rigorous, thoughtful, and dependable. Rigorous research practices were important long before reproducibility and replicability emerged as notable issues in science, but ...
- 2019/05/07
- What Is Reproducibility?
- The Reproducibility Problem
- Factors Contributing to The Lack of Reproducibility
The phrase “lack of reproducibility” is understood in the scientific community, but it is a rather broad expression that incorporates several different aspects. Though a standardized definition has not been fully established, the American Society for Cell Biology (ASCB)has attempted a multi-tiered approach to defining the term reproducibility by id...
Many studies claim a significant result, but the findings cannot be reproduced. This problem has garnered increased attention in recent years, with several studies providing evidence that research is often not reproducible. A 2016 Nature survey, for example, revealed that in the field of biology alone, over 70% of researchers were unable to reprodu...
Failures of reproducibility cannot be traced to a single cause, but there are several categories of shortcomings that can explain many of the cases where research cannot be reproduced. Some of the most significant categories include the following: 1. A lack of access to methodological details, raw data, and research materials.For scientists to be a...
Researchers can make strides toward a more reproducible research process by simply thinking carefully ... As computer-based research has increased in complexity, so have the challenges of ensuring ...
Oct 3, 2019 · Computational research should be more easily reproducible than experiments, at least in principle. If you are reporting computational results, define the software packages and version numbers used for your calculations and use Supporting Information to share the input files that readers with access to the same software would need to repeat the calculations.
- David S. Sholl
- 2019
Nov 13, 2024 · Reproducible research helps to minimize misinformation: Reviewers can spot mistakes more easily when researchers embrace transparency in the research process, provide detailed documentation of their methods and analyses, and share their research materials. This helps to avoid misinformation that can limit the replicability of research and, instead, leads to more accurate research papers.
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How can researchers make a more reproducible research process?
How can substandard research practices improve reproducibility and replicability?
How can researchers make strides toward a more reproducible research process?
What is reproducible research?
How do I improve the reproducibility of my research paper?
Why is research not reproducible?
May 7, 2019 · The term reproducibility can also be used in the context of the second question: research is reproducible if another researcher actually uses the available data and code and obtains the same results. The difference between the first and the second questions is one of action by another researcher; the first refers to the availability of the data, code, and methods of analysis, while the second ...
