---
tags:
- medical
- 'translational research '
- healthcare
- science
- clinical trials
pipeline_tag: reinforcement-learning
datasets:
- Amelie-eHealthAI/ExtractPatientDescriptionDataset
- Elysr/cases_microbiome
---

🌀 TrialMatchLLM 

Harnessing LLM for Eligibility Assessment in Clinical Research

- **Please write to contact@elysr.com for commercial use.**

Synthetic Cases Dataset - Microbiome-based therapeutics / by @Elysr 

https://trialmatchllm.com/

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/HWkFyGbgD36QNI2-YZZVz.png)

# Engineering

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/SnN6_1eaVB4kILJl7Gb5o.png)


# DEMO

Input: Patient Description
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/eEbtc3-LlUdw5ysfQZePX.png)

## Extracting patient description and planning searches
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/qo_zeS9mSHktU5HKIvAdM.png)

## Planning and running eligibility check 
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/0CXguoJFcgvv4fr_IQsAK.png)

## Classified Trials

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/vZZL-v03j1wny7PlFnwt5.png)

## Explanations to non-experts
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/C57TxBJKLN8p9sTvJ98H5.png)


## Break down of AI thoughts and Obervations

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/BYR8qhE_zywvn4afwbNyg.png)

## Teach AI to make it perform better for you  // Reinforcement Learning 

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/OQZDkPiWVZkR1pXNjZT_Y.png)

## Teach AI to simplify Trial Eligibility Assessment  // Reinforcement Learning

![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/zBZ1oFOkVYWD1ay0Aqpw6.png)

## Annotated Eligiblity Criteria 
Participan groups identifications, and inclusion/exclusion
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6569e9d4d9f52520c827a0b4/Zltj6IXMi-m2pkHcypRdl.png)

# Finetuning
https://colab.research.google.com/drive/1D6OsKMp2zI9b2EWb_dfH-3clEVo7A5QK?usp=sharing#scrollTo=ZYLl8EJmTRL2