AIMC Journal:
Journal of the American Medical Informatics Association : JAMIA

Showing 491 to 493 of 493 articles

A long journey to short abbreviations: developing an open-source framework for clinical abbreviation recognition and disambiguation (CARD).

Journal of the American Medical Informatics Association : JAMIA Apr 1, 2017
OBJECTIVE: The goal of this study was to develop a practical framework for recognizing and disambiguating clinical abbreviations, thereby improving current clinical natural language processing (NLP) systems' capability to handle abbreviations in clin...
Humans Machine Learning Electronic Health Records Natural Language Processing Patient Discharge Abbreviations as Topic
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Congestive heart failure information extraction framework for automated treatment performance measures assessment.

Journal of the American Medical Informatics Association : JAMIA Apr 1, 2017
OBJECTIVE: This paper describes a new congestive heart failure (CHF) treatment performance measure information extraction system - CHIEF - developed as part of the Automated Data Acquisition for Heart Failure project, a Veterans Health Administration...
Humans Machine Learning Electronic Health Records Ventricular Function, Left Natural Language Processing Heart Failure Information Storage and Retrieval Hospitals, Veterans Cardiotonic Agents
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Using recurrent neural network models for early detection of heart failure onset.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2017
OBJECTIVE: We explored whether use of deep learning to model temporal relations among events in electronic health records (EHRs) would improve model performance in predicting initial diagnosis of heart failure (HF) compared to conventional methods th...
Humans Neural Networks, Computer Machine Learning Electronic Health Records Logistic Models Support Vector Machine Area Under Curve Heart Failure Early Diagnosis
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