In a perfect world, scientists would develop analyses that are guaranteed to reveal the
ground truth of a research question. In reality, there are countless viable workflows that …

The rate of progress in human neurosciences is limited by the inability to easily apply a wide
range of analysis methods to the plethora of different datasets acquired in labs around the …

Neuroimaging research requires purpose-built analysis software, which is challenging to
install and may produce different results across computing environments. The community …

Neuroinformatics is a research field that focusses on software tools capable of identifying,
analysing, modelling, organising and sharing multiscale neuroscience data …

The validity of research results depends on the reliability of analysis methods. In recent
years, there have been concerns about the validity of research that uses diffusion-weighted …

In this perspective article, we consider the critical issue of data and other research object
standardisation and, specifically, how international collaboration, and organizations such as …

Science gateways, virtual laboratories and virtual research environments are all terms used
to refer to community-developed digital environments that are designed to meet a set of …

Large-scale datasets present unique opportunities to perform scientific investigations with
unprecedented breadth. However, they also pose considerable challenges for the findability …

Background Software containers greatly facilitate the deployment and reproducibility of
scientific data analyses in various platforms. However, container images often contain …

Abstract We present the Canadian Open Neuroscience Platform (CONP) portal to answer
the research community's need for flexible data sharing resources and provide advanced …