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Identifying Lupus Patients in Electronic Health Records: Development and Validation of Machine Learning Algorithms and Application of Rule-Based Algorithms

OBJECTIVE: To utilize electronic health records (EHRs) to study SLE, algorithms are needed to accurately identify these patients. We used machine learning to generate data-driven SLE EHR algorithms and assessed performance of existing rule-based algorithms. METHODS: We randomly selected subjects wit...

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Veröffentlicht in:Semin Arthritis Rheum
Hauptverfasser: Jorge, April, Castro, Victor M., Barnado, April, Gainer, Vivian, Hong, Chuan, Cai, Tianxi, Cai, Tianrun, Carroll, Robert, Denny, Joshua C., Crofford, Leslie, Costenbader, Karen H., Liao, Katherine P., Karlson, Elizabeth W., Feldman, Candace H.
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
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Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6609504/
https://ncbi.nlm.nih.gov/pubmed/30665626
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.semarthrit.2019.01.002
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