Summarize Clinical Notes in Laymen Terms

**Summarize Clinical Notes in Laymen Terms :**

Understanding clinical notes can be challenging for patients and non-medical professionals due to the prevalence of medical terminology. Addressing this issue, John Snow Labs has developed the Clinical Notes Summarizer, a specialized summarization model that transforms dense medical language into layman's terms.

This model is fine-tuned with a custom dataset specifically designed to identify and replace clinical jargon with more universally understandable language. By focusing on simplification without losing the essence of the information, the model helps bridge the communication gap between healthcare providers and patients.

The model adeptly processes input texts of up to 1024 tokens, effectively summarizing them into clear and concise summaries not exceeding 512 tokens. This feature is particularly beneficial in patient care, where clear communication of medical conditions, treatments, and recommendations is crucial for patient understanding and compliance.

**Key Features:**
- Specifically designed to replace medical jargon with simple language.
- Providing patient-friendly summaries: Converts complex clinical notes into easily understandable text.
- Handles input texts up to 1024 tokens, producing summaries up to 512 tokens.
- Ideal for patient education, healthcare communication, and general public awareness.

**Additional Model Information**
- [Industry Use-Case Demo](https://demo.johnsnowlabs.com/healthcare/MEDICAL_LLM/)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Summarization
- **Deployment Identifier:** 19. Summarize Clinical Notes in Laymen Terms

**How to run this model:**
1. Acquire a John Snow Labs Pay As You Go (PAYG) license from [John Snow Labs](https://my.johnsnowlabs.com/).
2. Import this listing.
3. Use the attached notebook to deploy the model with **19. Summarize Clinical Notes in Laymen Terms** as the model parameter. **Do not use the Open button on this page which appears after importing this listing. It will fail to deploy a model and does not work yet, you must use the attached notebook.**.

This model comes with optimized CPU and GPU builds. You can select which one to deploy via the notebook.

**How to obtain a PAYG license:**
1. Access [my.JohnSnowLabs.com](https://my.johnsnowlabs.com) and log in to your account. If you don't have an account, create one.
2. Go to the Get License page.
3. Switch to the PAYG Subscription tab and provide your credit card details.
4. Carefully review the End User License Agreement and the Terms and Conditions documents. If you agree, click on the Create Subscription button.
5. Once the process is complete, you will find your PAY-As-You-GO license listed on the My Subscriptions page.
6. Visit the My Subscriptions page and copy the PAYG license key by clicking on the copy icon in the License Key column.
7. Go to your Databricks notebook and paste your JSL-license into the JSL-License field in the top of the notebook. You are now ready to go!