Development and validation of a rheumatoid arthritis case definition: a machine learning approach using data from primary care electronic medical records Article Swipe
Anh Nguyet Pham
,
Claire Barber
,
Neil Drummond
,
Lisa Jasper
,
Doug Klein
,
Cliff Lindeman
,
Jessica Widdifield
,
Tyler Williamson
,
C Allyson Jones
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1186/s12911-024-02776-w
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1186/s12911-024-02776-w
A case definition for RA in using primary care EMR data was developed based off the XGBoost algorithm. With high validity metrics, this case definition is expected to be a reliable tool for future epidemiological research and surveillance investigating the management of RA in CPCSSN dataset.
Related Topics
Concepts
Random forest
Medicine
Machine learning
Artificial intelligence
Decision tree
Feature (linguistics)
Medical record
Data mining
Cluster analysis
Computer science
Health informatics
Gradient boosting
Support vector machine
Cross-validation
Public health
Internal medicine
Pathology
Philosophy
Linguistics
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1186/s12911-024-02776-w
- OA Status
- gold
- Cited By
- 4
- References
- 21
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4404764897
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4404764897Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1186/s12911-024-02776-wDigital Object Identifier
- Title
-
Development and validation of a rheumatoid arthritis case definition: a machine learning approach using data from primary care electronic medical recordsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-11-27Full publication date if available
- Authors
-
Anh Nguyet Pham, Claire Barber, Neil Drummond, Lisa Jasper, Doug Klein, Cliff Lindeman, Jessica Widdifield, Tyler Williamson, C Allyson JonesList of authors in order
- Landing page
-
https://doi.org/10.1186/s12911-024-02776-wPublisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.1186/s12911-024-02776-wDirect OA link when available
- Concepts
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Random forest, Medicine, Machine learning, Artificial intelligence, Decision tree, Feature (linguistics), Medical record, Data mining, Cluster analysis, Computer science, Health informatics, Gradient boosting, Support vector machine, Cross-validation, Public health, Internal medicine, Pathology, Philosophy, LinguisticsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
4Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 4Per-year citation counts (last 5 years)
- References (count)
-
21Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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