Extract Disease and Syndrom entities and their UMLS Codes

**Extract Disease and Syndrom entities and their UMLS Codes:**

This model is designed to identify and map diseases and syndromes mentioned in text to their respective Concept Unique Identifiers (CUI) in the Unified Medical Language System (UMLS). This model simplifies the process of medical entity coding, playing a crucial role in healthcare data standardization and interoperability.
**Key Features:**
- The model accurately associates mentioned diseases and syndromes with the correct UMLS CUI codes. UMLS, a comprehensive set of healthcare terminologies, provides a unified framework for coding medical data, facilitating seamless data exchange and integration.
- Designed to process various text inputs, the model can analyze clinical notes, research papers, and other medical documents, efficiently extracting and coding relevant entities.
- By providing precise code mapping, the model can significantly reduce errors in medical entity coding, ensuring high-quality data for clinical and research purposes.
The model is a versatile tool that aids healthcare providers in the precise documentation of patient conditions, enhancing the efficiency of the coding process for billing and insurance claims. It also plays a pivotal role in medical research by enabling the aggregation and analysis of data, thanks to its provision of standardized codes for diseases and syndromes. Furthermore, it significantly enhances healthcare data management by improving the quality and interoperability of data across various systems and platforms.

**Additional Model Information**
- [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/06/23/umls_disease_syndrome_resolver_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Terminology Codes
- **Predictable entities:** UMLS Codes
- **Deployment Identifier:** 42. Extract Disease and Syndrom entities and their UMLS Codes

**How to run this model:**
1. Acquire a John Snow Labs Pay As You Go (PAYG) license from [Sales](mailto:[e-mail])
2. Import this listing.
3. Use the attached notebook to deploy the model with **42. Extract Disease and Syndrom entities and their UMLS Codes** 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.