Summarize Radiology Reports

**Summarize Radiology Reports:**

Model engineered to distill complex radiology reports into concise summaries, focusing on preserving the essence of diagnostic details and findings. This model is an invaluable asset for radiologists, healthcare providers, and medical researchers who require quick yet comprehensive insights from radiological examinations.

**Key Features:**
- Precision in Summarization: Expertly extracts and condenses key information from extensive radiology reports, highlighting essential diagnostic findings and imaging test results.
- Contextual Understanding: Employs advanced natural language processing techniques to maintain the context and accuracy of the original report, ensuring that critical medical information is not lost in the summarization process.
- Efficiency and Time-Saving: Reduces reading time significantly, enabling healthcare professionals to quickly grasp the critical elements of a report, thereby enhancing workflow and decision-making.

This model is useful for radiologists in efficiently reviewing and interpreting large volumes of imaging reports. It can also assist in clinical decision-making by providing quick access to summarized diagnostic information.
Furthermore, it can enhance communication between radiologists and other healthcare professionals by providing clear and concise report summaries.
It can support academic research by enabling the rapid review and analysis of radiological data.

**Additional Model Information**
- [Industry Use-Case Demo](https://demo.johnsnowlabs.com/healthcare/MEDICAL_TEXT_SUMMARIZATION_RADIOLOGY/)
- [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/06/22/summarizer_radiology_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Summarization
- **Deployment Identifier:** 17. Summarize Radiology Reports

**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 **17. Summarize Radiology Reports** 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 for John Snow Labs models:**

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!