A Natural Language Processing System That Links Medical Terms in Electronic Health Record Notes to Lay Definitions: System Development Using Physician Reviews.
Jinying ChenEmily DruhlBalaji Polepalli RameshThomas K HoustonCynthia A BrandtDonna M ZulmanVarsha G VimalanandaSamir MalkaniHong YuPublished in: Journal of medical Internet research (2018)
Physician evaluation yielded useful feedback for content validation and refinement of this innovative tool that has the potential to improve patient EHR comprehension and experience using patient portals. Future ongoing work will develop algorithms to handle ambiguous medical terms and test and evaluate NoteAid with patients.
Keyphrases
- electronic health record
- end stage renal disease
- primary care
- healthcare
- emergency department
- case report
- ejection fraction
- newly diagnosed
- machine learning
- clinical decision support
- chronic kidney disease
- peritoneal dialysis
- randomized controlled trial
- deep learning
- adverse drug
- current status
- human health
- clinical evaluation