Haystack

Haystack is a tool to automate clinical trial recruitment through leveraging large language models and both structured and unstructured clinical data to dynamically match patients to suitable clinical trials in real time. Using Large Language Models (Fine-Tuned Llama 3.1 8B LLM- OncoLlama) for Complex Cancer Data Extraction from Free Text to extracts Cancer Facts including morphology, topography, biomarkers/variants, pathological findings, metastases, etc; Treatment and Event Timeline including response and toxicities; Patient Facts including performance and PROMs; and New Treatment Changes. We now have both deep and near live visibility over very detailed phenotypes, that helps identify patients for clinical trials with a deal of precision that's not been possible before.