Detection of probable dementia cases in undiagnosed patients using structured and unstructured electronic health records.
Yijun ShaoQing T ZengKathryn K ChenAndrew Shutes-DavidStephen M ThielkeDebby W TsuangPublished in: BMC medical informatics and decision making (2019)
Dementia is underdiagnosed, and thus, ICD codes alone cannot serve as a gold standard for diagnosis. However, this study suggests that imperfect data (e.g., ICD codes in combination with other EHR features) can serve as a silver standard to develop a risk model, apply that model to patients without dementia codes, and then select a case-detection threshold. The study is one of the first to utilize both structured and unstructured EHRs to develop risk scores for the diagnosis of dementia.