martinagvilas / repcone

Identifying and measuring reproducible research practices in Cognitive Computational Neuroscience

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REPCONE

Identifying and measuring reproducible research practices in Cognitive Computational Neuroscience

⚠️ Warning!

This repository is outdated. Read here to find out what we are doing next.

πŸ‘‹ Welcome!

We are glad to see you here! If you want to know more about this project scroll down this file, or jump to the following sections:

🧠 What are we doing?

The problem

  • Guidelines for adopting reproducible research practices are usually not tailored for the type of project and the field that will implement them.
  • We are lacking a quantitative analysis of the use of reproducible research practices in Cognitive Computational Neuroscience (CCN) projects, and of their subsequent transparency and reusability.
  • The majority of guides for reproducible research do not provide ready to use templates that facilitate the adoption of these practices.

Our solution

  • Document online the best practices for conducting reproducible research in CCN, taking into account that different types of modeling approaches might require different reproducibility techniques.
  • Having identified these best practices, measure their use by past and current CCN projects. 
  • Develop templates and other practical tools for facilitating these reproducibility research practices.

After the OLS-3 program, we have changed our goals to the following:

  • Add to The Turing Way](https://github.com/alan-turing-institute/the-turing-way) content related to reproduciility practices for Machine Learning projects.
  • Develop templates and other practical tools (e.g. cookie cutter templates) for facilitating reproducibility  practices for CCN research projects.
    • The repository hosting these practical tools will be added shortly!

✨ Who are we?

This project is carried out in collaboration with The Turing Way community.

πŸ”§ What do we need?

You can help us by:

  • Suggesting, adding or discussing content for our guidelines
  • Mantaining and/or improving the infrastructure of our online guide and report
  • Joining our efforts to quantify the use of reproducibility practices
  • Working in the development of our reproducibility templates
  • Assisting in the organization of events
  • Giving feedback on the ways we can improve and the things we did good!

πŸ’ͺ Get involved

If you are interested in helping out in any of the above ways, read our contributing guidelines to get started.

Please make sure to follow our code of conduct when you interact with other community members.

πŸ—£οΈ Contact us

If you want to report a problem or suggest an enhancement you can open an issue at this github repository.

If you want to discuss the content of our guidelines or reports you can open a new topic in our discussions tab.

You can also contact Martina Vilas via email or twitter, or join the slack channel of The Turing Way to connect with other community members.

πŸ”Ž Find out more

πŸ™Œ Acknowledgments

This readme has been inspired by the STEMM Role Models App

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Identifying and measuring reproducible research practices in Cognitive Computational Neuroscience

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