# EVIDENTIA

- **Event:** [The Future of Agentic AI in Healthcare - Abridge x Anthropic x Lightspeed](https://cerebralvalley.ai/e/abridge-hackathon)
- **When:** Sat, Jul 18 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Patrick Damaso](https://cerebralvalley.ai/u/dataphysician)
- **GitHub:** https://github.com/dataphysician/evidentia
- **Demo video:** https://youtu.be/dQTozhoG6P4
- **Gallery:** https://cerebralvalley.ai/e/abridge-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/abridge-hackathon/hackathon/gallery/49

Evidentia is a provenance-aware, longitudinal, clinical diagnosis hypothesis-generation and Bayesian ranking system with next-best clinical questioning.

Data from clinical unstructured notes are extracted and normalized into Human Phenotype Ontology (HPO) terms and are reverse indexed search via the Monarch Initiative (symptoms-> disease ontology map) to generate a list of disease conditions. Reactome pathway look up establishes potential linkages that strengthen the claim of these constellation of symptoms, creating a ranking system per episode of care. As the notes progress over time, the weight of the evidence shifts accordingly, self-adapting to the greater clinical picture.

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Markdown version of https://cerebralvalley.ai/e/abridge-hackathon/hackathon/gallery/49. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt