Funds from the grants program will be used towards finishing Fractal Flows’ proof-of-concept. In this context, the resources will be used for the following objectives:

- Integrate MultiVerS evidence-aggregation classifier ([https://github.com/dwadden/multivers](https://github.com/dwadden/multivers)) with main application to automatically extract evidences from a pool of millions of Open Access paper abstracts indexed on an ElasticSearch instance;
- Develop “official validator” features. These validators are experts in specific domains of knowledge and, via an open process, they gain permissions to curate evidences that are aggregated by contributors;
- Implement the Research Object standard ([https://www.researchobject.org/](https://www.researchobject.org/)) via an integration with DeSci Nodes publishing platform ([https://www.desci.com/nodes](https://www.desci.com/nodes)) to adopt enhanced publications as evidence;
- With the curated evidence, generate summaries using an open-source and reproducible LLM, like GPT4All ([https://github.com/nomic-ai/gpt4all](https://github.com/nomic-ai/gpt4all));
- Design and implement new branding/UI/UX.