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What does it mean if your data is reproducible?
Although there is some debate on terminology and definitions, if something is reproducible, it means that the same result can be recreated by following a specific set of steps with a consistent dataset.
What is a reproducible value?
Reproducibility is the ability of an entire experiment or study to be reproduced, either by the researcher or by someone else working independently. The result values are said to be commensurate if they are obtained according to the same reproducible experimental description and procedure.
How do you know if data is reproducible?
For the findings of a study to be reproducible means that results obtained by an experiment or an observational study or in a statistical analysis of a data set should be achieved again with a high degree of reliability when the study is replicated.
What does reproducible mean in science terms?
Reproducibility: The ability of an experiment or calculation to be duplicated by other researchers working independently. Repeatability: The ability of an experiment or calculation to be duplicated by using the same method.
How do you make data reproducible?
10 Rules for Creating Reproducible Results in Data Science
- Rule #1—For every result, keep track of how it was produced.
- Rule #2—Avoid manual data manipulation steps.
- Rule #3—Archive the exact versions of all external programs used.
- Rule #4—Version control all custom scripts.
What makes a study reproducible?
Computational scientists generally use the term reproducibility to answer just the first question—that is, reproducible research is research that is capable of being checked because the data, code, and methods of analysis are available to other researchers.
What is an example of reproducibility?
1. Replicating, Repeating, and Reproducing Scientific Results. In computational disciplines, for example, reproducibility often refers to the ability to reproduce computations alone, that is, it relates exclusively to sharing and sufficiently annotating data and code (e.g., Peng 2011, 2015).
How can research be made more reproducible?
make your lab research more reproducible
- Automate data analysis.
- After automating data analysis, publish all code (public access)
- Publish all data (public access)
- Standardize and document experimental protocols.
- Track samples and reagents.
- Disclose negative or convoluted results.
- Increase transparency of data and statistics.
What is reproducibility experiment?
Reproducibility (Different team, same experimental setup). If an observation is reproducible, it should be able to be made by a different team repeating the experiment using the same experimental data and methods, under the same operating conditions, in the same or a different location, on multiple trials.
What is reproducible research?
Reproducibility is defined as obtaining consistent results using the same data and code as the original study (synonymous with computational reproducibility). It is hard to quantify the extent of non-reproducibility or how much of science is reproducible.
What do you mean by repeatable and reproducible?
Practical activity for students to understand repeatability and reproducibility. Students often struggle to understand the terms ‘reproducible’ and ‘repeatable’. A measurement is reproducible if the investigation is repeated by another person, or by using different equipment or techniques, and the same results are obtained.
Which is the best definition of a reproducible measurement?
AQA Science: Glossary – Reproducible A measurement is reproducible if the investigation is repeated by another person, or by using different equipment or techniques, and the same results are obtained. N.B. “the same” results implies identical, but in reality “the same” means that random error will still be present in the results.
What is the difference between replicability and reproducibility?
Reproducibility is the ability of an entire analysis of an experiment or study to be duplicated, either by the same researcher or by someone else working independently, whereas reproducing an experiment is called replicating it.[1] Reproducibility and replicability together are among the main principles of the scientific method.
How is a glossary of AQA science reproducible?
AQA Science: Glossary – Reproducible. A measurement is reproducible if the investigation is repeated by another person, or by using different equipment or techniques, and the same results are obtained.