Extract Social Determinants of Health

**Extract Social Determinants of Health:** This model is designed to detect and label social determinants of health (SDOH) entities within text data. Social determinants of health are crucial factors that influence individuals’ health outcomes, encompassing various social, economic, and environmental element. The model has been trained using advanced machine learning techniques on a diverse range of text sources. The model can accurately recognize and classify a wide range of SDOH entities, including but not limited to factors such as socioeconomic status, education level, housing conditions, access to healthcare services, employment status, cultural and ethnic background, neighborhood characteristics, and environmental factors. The model’s accuracy and precision have been carefully validated against expert-labeled data to ensure reliable and consistent results. **Additional Model Information** - [Industry Use-Case Demo](https://demo.johnsnowlabs.com/healthcare/SDOH/) - [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/09/09/ner_sdoh_langtest_pipeline_en.html) - **Domain:** Clinical Text Analysis - **Subdomain:** Social Determinants of Health - **Predictable entities:** Access_To_Care, Age, Alcohol, Childhood_Event, Community_Safety, Diet, Disability, Eating_Disorder, Education, Employment, Environmental_Condition, Exercise, Family_Member, Financial_Status, Food_Insecurity, Gender, Geographic_Entity, Healthcare_Institution, Housing, Hyperlipidemia, Hypertension, Income, Insurance_Status, Language, Legal_Issues, Marital_Status, Mental_Health, Obesity, Other_Disease, Other_SDoH_Keywords, Population_Group, Quality_Of_Life, Race_Ethnicity, Sexual_Activity, Sexual_Orientation, Smoking, Social_Exclusion, Social_Support, Spiritual_Beliefs, Substance_Duration, Substance_Frequency, Substance_Quantity, Substance_Use, Transportation, Violence_Or_Abuse - **Deployment Identifier:** 31. Extract Social Determinants of Health **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 **31. Extract Social Determinants of Health** 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.

搜集汇总

背景与挑战

背景概述

该数据集是一个用于临床文本分析的模型，专门检测和标注健康社会决定因素实体，如社会经济状况、教育水平和住房条件等。模型基于机器学习技术训练，经过专家验证确保准确性，并需通过特定许可证和笔记本部署。