Article ; Online: Automated Type 2 Diabetes Case and Control Identification from the MIMIC-IV Database.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science
2023 Volume 2023, Page(s) 602–611
Abstract: Phenotyping for Type 2 Diabetes (T2DM) is needed due to the increasing demand for T2DM research on electronic health records (EHRs). eMERGE is a reliable and interpretable rule-based algorithm for the identification of T2DM cases and controls in EHRs. ... ...
Abstract | Phenotyping for Type 2 Diabetes (T2DM) is needed due to the increasing demand for T2DM research on electronic health records (EHRs). eMERGE is a reliable and interpretable rule-based algorithm for the identification of T2DM cases and controls in EHRs. MIMIC-IV, an extension of MIMIC-III, contains more than 520,000 hospital admissions and has become a valuable EHR database for secondary medical research. However, there was no prior work to extract T2DM cases and controls from MIMIC-IV, which requires a comprehensive knowledge of the database. Our work provided insight into the structure and data elements in MIMIC-IV and adapted eMERGE to accomplish the task. The results included MIMIC-IV's data tables and elements used, 12,735 cases and 9,828 controls of T2DM, and summary statistics of the cohorts in comparison with those on other EHR databases. They could be used for the development of statistical and machine learning models in future studies about the disease. |
---|---|
Language | English |
Publishing date | 2023-06-16 |
Publishing country | United States |
Document type | Journal Article |
ZDB-ID | 2676378-3 |
ISSN | 2153-4063 ; 2153-4063 |
ISSN (online) | 2153-4063 |
ISSN | 2153-4063 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
More links
Kategorien
Order via subito
This service is chargeable due to the Delivery terms set by subito. Orders including an article and supplementary material will be classified as separate orders. In these cases, fees will be demanded for each order.