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EHR data sources, NLP methods, and machine learning performance, and outcomes

Journal: NPJ Digital Medicine

Article Title: Natural language processing of electronic health records for early detection of cognitive decline: a systematic review

doi: 10.1038/s41746-025-01527-z

Figure Lengend Snippet: EHR data sources, NLP methods, and machine learning performance, and outcomes

Article Snippet: Oh et al. , Allscripts TouchWorks, 2013–2018 , Not specified , Rules-based: pattern matching , UMLS, custom , Precision 0.30–1.0 , N/A (rule-based), N/A , AUC N/A, Sens Not rep., Spec Not rep., F1 0.65–1.0 , ICD codes , AD , F00 and others.

Techniques: Biomarker Discovery, Extraction