On 2017-07-17, Carole Goble presented two lectures at the 4th International Synthetic & Systems Biology Summer School. Her lecture Being Reproducible: Models, Research Objects, and R* Brouhaha:
_Reproducibility_ is a **R*** minefield, depending on whether you are testing for _robustness_ (rerun), _defence_ (repeat), _certification_ (replicate), _comparison_ (reproduce) or _transferring_ between researchers (reuse). Different forms of "**R**" make different demands on the completeness, depth and portability of research. Sharing is another minefield raising concerns of credit and protection from sharp practices. In practice the exchange, reuse and reproduction of scientific experiments is dependent on bundling and exchanging the experimental methods, computational codes, data, algorithms, workflows and so on along with the narrative. These "_Research Objects_" are not fixed, just as research is not “finished”: the codes fork, data is updated, algorithms are revised, workflows break, service updates are released. [ResearchObject.org](http://www.researchobject.org/) is an effort to systematically support more portable and reproducible research exchange. In this talk I will explore these issues in more depth using the FAIRDOM Platform and its support for reproducible modelling. The talk will cover initiatives and technical issues, and raise social and cultural challenges.
This was proceed by her lecture Being FAIR: FAIR data management and model management:
In recent years we have seen a change in expectations for the management of all the outcomes of research – that is the “assets” of data, models, codes, SOPs, workflows. The “[FAIR](https://doi.org/10.1038/sdata.2016.18)” (Findable, Accessible, Interoperable, Reusable) Guiding Principles ([https://doi.org/10.1038/sdata.2016.18](https://doi.org/10.1038/sdata.2016.18)) for scientific data management and stewardship have proved to be an effective rallying-cry. Funding agencies expect data (and increasingly software) management retention and access plans. Journals are raising their expectations of the availability of data and codes for pre- and post- publication. The multi-component, multi-disciplinary nature of Systems and Synthetic Biology demands the interlinking and exchange of assets and the systematic recording of metadata for their interpretation. Our [FAIRDOM project](http://www.fair-dom.org) supports Systems Biology research projects with their research data, methods and model management, with an emphasis on standards smuggled in by stealth and sensitivity to asset sharing and credit anxiety. The FAIRDOM Platform has been installed by over 30 labs or projects. Our public, centrally hosted Asset Commons, the [FAIRDOMHub.org](https://fairdomhub.org/), supports the outcomes of 50+ projects. Now established as a grassroots association, FAIRDOM has over 8 years of experience of practical asset sharing and data infrastructure at the researcher coal-face ranging across European programmes (SysMO and ERASysAPP ERANets), national initiatives (Germany's de.NBI and Systems Medicine of the Liver; Norway's Digital Life) and European Research Infrastructures (ISBE) as well as in PI's labs and Centres such as the [SynBioChem Centre at Manchester](http://synbiochem.co.uk/). In this talk I will show explore how FAIRDOM has been designed to support Systems Biology projects and show examples of its configuration and use. I will also explore the technical and social challenges we face. I will also refer to European efforts to support public archives for the life sciences. [ELIXIR](http:// http://www.elixir-europe.org/) the European Research Infrastructure of 21 national nodes and a hub funded by national agreements to coordinate and sustain key data repositories and archives for the Life Science community, improve access to them and related tools, support training and create a platform for dataset interoperability. As the Head of the [ELIXIR-UK](http://www.elixir-uk.org/) Node and co-lead of the [ELIXIR Interoperability Platform](https://www.elixir-europe.org/platforms/interoperability) I will show how this work relates to your projects.