Summarize PubMed Research

**Summarize PubMed Research:**

The PubMed Summarizer model is built on the LLM (Language Model) architecture. It has been fine-tuned using biomedical datasets sourced from PubMed abstracts by John Snow Labs, and is specifically tailored for biomedical and clinical contexts. This model excels in generating concise summaries, and condensing information effectively while maintaining accuracy. It represents an invaluable tool for summarizing complex biomedical content.

**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_biomedical_pubmed_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Summarization
- **Deployment Identifier:** 21. Summarize PubMed Research

**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 **21. Summarize PubMed Research** 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](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!