What is a good reproducibility?

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.
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What is an example of reproducibility?

For example, a psychologist who found that aggression in children under the age of five increased if they watched violent TV, could generalize that all children under five would display the same condition.
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How do you evaluate reproducibility?

How to Perform Reproducibility Testing
  1. Establish a Goal.
  2. Determine What You Will Test or Measure.
  3. Select a Variable or Condition to Change.
  4. Perform a Test With Variable A.
  5. Perform a Test With Variable B.
  6. Analyze the Results.
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What is reproducibility and why is it significant?

21.3.

Reproducibility is a measure of the method's sensitivity to laboratory changes. It could be moderate changes in equipment performance or variation in the operator's technique and the lab environment.
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What is reproducibility rate?

Reproducibility. “The ability of a researcher to duplicate the results of a prior study using the same materials . . . as were used by the original investigator. . . . A second researcher might use the same raw data to build the same analysis files and implement the same statistical analysis . . .
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GCSE Science Subject-specific Vocabulary: 'Repeatable' and 'reproducible'



What is high repeatability?

1 Repeatability

Repeatability is a measure of the ability of the method to generate similar results for multiple preparations of the same sample.
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What is reproducibility analysis?

Reproducible research is the practice of distributing all data, software source code and tools required to reproduce the results discussed in a research publication. This differs from replication, which is the confirmation of results and conclusions from one study obtained independently in another.
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How do you know if your results are 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.
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Are reliability and reproducibility the same?

Reliability refers to the input component of the study, reproducibility may or may not lead to strengthening the study and validity refers to the truthfulness of the database generated. Validity must be derived from reliable and reproducible data.
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How do you measure repeatability and reproducibility?

To assess the repeatability and reproducibility, use a gage R&R study (Stat > Quality Tools > Gage Study). Repeatability is the variation due to the measurement device. It is the variation that is observed when the same operator measures the same part many times, using the same gage, under the same conditions.
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What is reproducibility and repeatability?

repeatability measures the variation in measurements taken by a single instrument or person under the same conditions, while reproducibility measures whether an entire study or experiment can be reproduced in its entirety.
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How can I improve my reproducibility?

make your lab research more reproducible
  1. Automate data analysis. ...
  2. After automating data analysis, publish all code (public access) ...
  3. Publish all data (public access) ...
  4. Standardize and document experimental protocols. ...
  5. Track samples and reagents. ...
  6. Disclose negative or convoluted results. ...
  7. Increase transparency of data and statistics.
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Is reproducibility accuracy or precision?

Precision is the degree to which an instrument or process will repeat the same value. In other words, accuracy is the degree of veracity while precision is the degree of reproducibility.
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What is the meaning of easily reproducible?

Able to be reproduced or copied. 'the logo should be easily reproducible'
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What does the word reproducibility mean?

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.
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What can be used to describe the reproducibility of result?

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.
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What is a reproducibility error?

In contrast, reproducibility describes the maximum variability of precision where variations occur over longer time periods with different instruments and different operators. Error is the difference between a measurement and the true value of the measurand (the quantity being measured).
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How much research is reproducible?

The reproducibility problem

A 2016 Nature survey3, for example, revealed that in the field of biology alone, over 70% of researchers were unable to reproduce the findings of other scientists and approximately 60% of researchers could not reproduce their own findings.
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What is reproducibility in method validation?

Reproducibility (occasionally called between-lab reproducibility) expresses the precision between the measurement results obtained at different laboratories. Sometimes a mistake is made and a term reproducibility is used for a within-laboratory studies at the level of intermediate precision.
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What is a good repeatability number?

When performing a repeatability test, collect a defined number of repeated samples. Typically, it is recommended that you collect at least 20 to 30 samples to obtain statistically significant results. However, collecting 20 to 30 samples is not always practical for every test or measurement.
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What is reproducible data?

What is reproducibility? The reproducibility of data is a measure of whether results in a paper can be attained by a different research team, using the same methods. This shows that the results obtained are not artifacts of the unique setup in one research lab.
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Why is improving research reproducibility important?

By ensuring research is reproducible it demands the raw data be made available and helps others make full analyses, which are not biased by previous ones. Reproducibility allows for the important part of data analysis not to be missed.
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Why do we care about reproducibility in science?

Due to the nature of science, you cannot be sure that the results are correct or will remain correct. When you ensure reproducibility, you provide transparency with your experiment and allow others to understand what was done; whether they will go on to reproduce the data or not.
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How can you make a data analysis reproducible?

The concept of reproducibility is directly applied to the scientific method, the cornerstone of Science, and particularly to the following five steps:
  1. Formulating a hypothesis.
  2. Designing the study.
  3. Running the study and collecting the data.
  4. Analyzing the data.
  5. Reporting the study.
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What is a good standard deviation?

The empirical rule, or the 68-95-99.7 rule, tells you where most of the values lie in a normal distribution: Around 68% of values are within 1 standard deviation of the mean. Around 95% of values are within 2 standard deviations of the mean. Around 99.7% of values are within 3 standard deviations of the mean.
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