Extract Drugs and Substances and their UMLS Codes

**Extract Drugs and Substances and their UMLS Codes:**

This model is tailored to address the complexities of drug and substance classification in the healthcare sector. Leveraging the extensive UMLS CUI taxonomy, this model provides accurate and standardized mappings of various drugs and substances, essential for healthcare providers, pharmacists, and medical researchers.

**Key Features:**
- Efficiently maps a wide range of drugs and substances to the relevant UMLS CUI codes.
- Helps standardize drug and substance information across healthcare systems, enhancing data interoperability and accuracy.

The model is able to identify and map diverse drugs, including prescription medications, over-the-counter drugs, natural supplements, and various chemical substances. Can be used for efficient medical record keeping as it can assist in the standardized recording of drug and substance information in patient records. In pharmaceutical research it can help in the categorization and analysis of substances in pharmacological studies and drug development. For health informatics it can be used to enhance the quality of health informatics systems with consistent and precise drug and substance coding.

**Additional Model Information**
- [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/06/23/umls_drug_resolver_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Terminology Codes, Pharmacovigilance and Medication Information
- **Predictable entities:** UMLS Codes
- **Deployment Identifier:** 38. Extract Drugs and Substances and their UMLS Codes

**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 **38. Extract Drugs and Substances 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.

**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!