000009225 001__ 9225
000009225 005__ 20240405152335.0
000009225 0247_ $$2DOI$$a10.6083/q524jp38n
000009225 037__ $$aIR
000009225 041__ $$aeng
000009225 245__ $$aExtraction of active medications and adherence using natural language processing for glaucoma patients
000009225 260__ $$bOregon Health and Science University
000009225 269__ $$a2021
000009225 336__ $$aAbstract
000009225 520__ $$aAccuracy of medication data in EHR is crucial for patient care and research. Previous work has shown frequent errors in medication lists include incomplete records, duplicated prescriptions, and failed discontinuation of medications. Since medication lists are inaccurate, physicians often record medication information in progress notes, which is difficult to automatically extract since notes are written as free-text narratives. In this study, we developed and validated a named entity recognition model to identify current medication and adherence from progress notes. Also, a prototype tool for medication reconciliation using the developed model was demonstrated.
000009225 540__ $$fCC BY
000009225 542__ $$fIn copyright - joint owners
000009225 650__ $$aMedication Reconciliation$$039494
000009225 650__ $$aData Collection$$017385
000009225 650__ $$aElectronic Health Records$$038928
000009225 650__ $$aData Accuracy$$011271
000009225 650__ $$aGlaucoma$$019541
000009225 650__ $$aNatural Language Processing$$022716
000009225 650__ $$aEye Diseases$$018815
000009225 650__ $$aOcular Hypertension$$023148
000009225 650__ $$aMedical Records$$021947
000009225 650__ $$aInformation Storage and Retrieval$$028998
000009225 6531_ $$aEHR
000009225 6531_ $$amedication lists
000009225 6531_ $$aclinical notes
000009225 692__ $$aDepartment of Medical Informatics and Clinical Epidemiology$$041422
000009225 7001_ $$aLin, Wei-Chun$$uOregon Health and Science University$$041354
000009225 7001_ $$aChen, Jimmy S.$$uOregon Health and Science University$$041354
000009225 7001_ $$aKaluzny, Joel$$uOregon Health and Science University$$041354
000009225 7001_ $$aChen, Aiyin$$uOregon Health and Science University$$041354
000009225 7001_ $$aChiang, Michael F.$$uOregon Health and Science University$$041354
000009225 7001_ $$aHribar, Michelle R.$$uOregon Health and Science University$$041354
000009225 711__ $$aResearch Week$$uOregon Health and Science University$$d2021
000009225 8564_ $$9f2f93eb5-e6f2-44d9-9d8f-4566042c9527$$s106429$$uhttps://digitalcollections.ohsu.edu/record/9225/files/Lin-Wei-Chun-OHSU-ResearchWeek-2021.pdf
000009225 905__ $$a/rest/prod/q5/24/jp/38/q524jp38n
000009225 980__ $$aResearch Week