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MedSynth: Clinical Note Synthesis

πŸ“‘ Paper | 🌐 Project Page | πŸ’Ύ Released Resources | πŸ“¦ Repo

This is the resource page of our clinical note synthesis collection on Huggingface.

Dataset

Dataset Link
MedSynth-ClinicalNotes πŸ€—

Please also check the raw data after our processing if you are interested: toolevalxm/MedSynth-ClinicalNotes-Raw.

Models

Base Model / Training MedSynth MedSynth++
Stage 1 Stage 2 Stage 1 Stage 2
Mistral 7B Medical πŸ€— πŸ€— πŸ€— πŸ€—
LLaMA 3.1 8B πŸ€— πŸ€— πŸ€— πŸ€—
Meditron 7B πŸ€— πŸ€— πŸ€— πŸ€—

Introduction

While clinical notes contain rich medical information, generating realistic synthetic clinical data presents unique challenges: 1) Maintaining clinical accuracy while ensuring patient privacy; 2) Generating coherent narratives that reflect real clinical workflows. Thus, we adopt a fully LLM-based approach for synthesizing all clinical notes using GPT-4o, leveraging its superior medical knowledge and instruction-following capabilities.

*Due to healthcare privacy requirements, we only release the fully synthetic subset (this page) of the full MedSynth dataset.

License

The license for this dataset is CC0-1.0.

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