SourceData

“The large majority of biomedical data is locked away in published scientific illustrations that cannot be indexed by search tools, making them difficult to find or re-analyze and resulting in a substantial waste of knowledge and resources, with negative impact on the science communities’ research output and its reproducibility.

SourceData, an initiative by EMBO, is an openly accessible and easily applicable data discovery tool allowing biomedical scientists to share figures and the underlying source data in a way that is machine-readable. SourceData provides a novel platform for researchers who wish to make their publications discoverable based on their data content, to find specific data, to test or generate new hypotheses, and to share and connect data….”

Accessing early scientific findings | Early Evidence Base

“Early Evidence Base (EEB) is an experimental platform that combines artificial intelligence with human curation and expert peer-review to highlight results posted in preprints. EEB is a technology experiment developed by EMBO Press and SourceData.

Preprints provide the scientific community with early access to scientific evidence. For experts, this communication channel is an efficient way to accesss research without delay and thus to accelerate scientific progress. But for non-experts, navigating preprints can be challenging: in absence of peer-review and journal certification, interpreting the data and evaluating the strength of the conclusions is often impossible; finding specific and relevant information in the rapidly accumulating corpus of preprints is becoming increasingly difficult.

The current COVID-19 pandemic has made this tradeoff even more visible. The urgency in understanding and combatting SARS-CoV-2 viral infection has stimulated an unprecedented rate of preprint posting. It has however also revealed the risk resulting from misinterpretation of preliminary results shared in preprint and with amplification or perpetuating prelimature claims by non-experts or the media.

To experiment with ways in which technology and human expertise can be combined to address these issues, EMBO has built the EEB. The platform prioritizes preprints in complementary ways:

Refereed Preprints are preprints that are associated with reviews. EEB prioritizes such preprints and integrates the content of the reviews as well as the authors’ response, when available, to provide rich context and in-depth analyses of the reported research.
To highlight the importance of experimental evidence, EEB automatically highlights and organizes preprints around scientific topics and emergent areas of research.
Finally, EEB provides an automated selection of preprints that are enriched in studies that were peer reviewed, may bridge several areas of research and use a diversity of experimental approaches….”