Resources

 

We have an amazing team who curated many resources for the community.

Adopting Principled Education

In this page, we describe easy ways to adopt principled teaching and mentoring practices. That is, (a) integrating open and reproducible science tenets into your teaching workflow; (b) striving to teach science (or scholarship) as a process of …

Advocating for Change in How Science is Conducted to Level the Playing Field

Open science practices have the potential to greatly accelerate progress in scientific research if widely adopted, but individual action may not be enough to...

ARIADNE – a scientific navigator to find your way through the resource labyrinth

Performing high-quality research is a challenging endeavor, especially for early career researchers (ECRs). Most research is characterized by an experiential learning approach, which can be time-consuming, error-prone, and frustrating. While most …

Biomedical Data Repository Concepts and Management Principles

The demand for open data and open science is on the rise, fueled by expectations from the scientific community, calls to increase transparency and reproducibility in research findings, and developments such as the Final Data Management and Sharing …

Bridging Neurodiversity and Open Scholarship: How Shared Values Can Guide Best Practices for Research Integrity, Social Justice, and Principled Education

Not all people conform to what is socially construed as the norm and divergences should be expected. Neurodiversity is fundamental to the understanding of human behaviour and cognition. However, neurodivergent individuals are often stigmatised, …

Changing the Culture of Peer Review for a More Inclusive and Equitable Psychological Science

Peer review is a core component of scientific progression. Although peer review ideally improves research and promotes rigor, it also has consequences for what types of research are published and cited, and who wants to (and is able to) advance in …

Clusters

In order to teach Open and Reproducible Science effectively, educators need to make sense of almost a decade of literature, across several fields, and be informed about ongoing (and often dynamic) debates. This is a tall ask for most educators. So …

Community-Sourced Glossary of Open Scholarship Terms.

In order to reduce barriers to entry and understanding, we present a Glossary of terms relating to open scholarship. We aim that the glossary will help clarify terminologies, including where terms are used differently/interchangeably or where terms …

Computational social science is growing up: why puberty consists of embracing measurement validation, theory development, and open science practices

Puberty is a phase in which individuals often test the boundaries of themselves and surrounding others and further define their identity – and thus their uniqueness compared to other individuals. Similarly, as Computational Social Science (CSS) grows …

Consolidated Reporting Guidelines for Prognostic and Diagnostic Machine Learning Models (CREMLS)

The number of papers presenting machine learning (ML) models that are being submitted to and published in the Journal of Medical Internet Research and other JMIR Publications journals has steadily increased. Editors and peer reviewers involved in the …
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