Clinical Text Summarization

**Clinical Text Summarization:**

This model serves as a transformative tool for healthcare professionals, particularly for those inundated with vast amounts of patient information daily. Trained on a diverse array of medical texts, this pipeline is able to distill lengthy and often complex clinical notes, encounters, critical care annotations, discharge summaries, and various reports into concise, easily digestible summaries.

For medical doctors, the essence of a patient's medical journey can be grasped quickly, ensuring timely and informed decision-making. Instead of sifting through pages of documentation, physicians can rely on these synthesized overviews to gain a rapid understanding of a patient's medical history, current condition, and recommended treatment protocols.

This summarization tool not only enhances efficiency but also ensures that critical details are not overlooked, ultimately facilitating optimal patient care and improved healthcare outcomes.

**Key Features:**
- Suport for a wide range of clinical notes: Effective for encounters, critical care, discharge summaries, and more.
- Summary Length: Generates summaries up to 512 tokens from texts as long as 1024 tokens.

**Additional Model Information**
- [Industry Use-Case Demo](https://demo.johnsnowlabs.com/healthcare/MEDICAL_LLM/)
- [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/06/22/summarizer_clinical_jsl_augmented_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Summarization
- **Deployment Identifier:** 22. Clinical Text Summarization

**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 **22. Clinical Text Summarization** 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!