Automated Drug-Related Information Extraction from French Clinical Documents: ReLyfe Approach

11/29/2021
by   Azzam Alwan, et al.
0

Structuring medical data in France remains a challenge mainly because of the lack of medical data due to privacy concerns and the lack of methods and approaches on processing the French language. One of these challenges is structuring drug-related information in French clinical documents. To our knowledge, over the last decade, there are less than five relevant papers that study French prescriptions. This paper proposes a new approach for extracting drug-related information from French clinical scanned documents while preserving patients' privacy. In addition, we deployed our method in a health data management platform where it is used to structure drug medical data and help patients organize their drug schedules. It can be implemented on any web or mobile platform. This work closes the gap between theoretical and practical work by creating an application adapted to real production problems. It is a combination of a rule-based phase and a Deep Learning approach. Finally, numerical results show the outperformance and relevance of the proposed methodology.

READ FULL TEXT
research
04/21/2021

Extracting Adverse Drug Events from Clinical Notes

Adverse drug events (ADEs) are unexpected incidents caused by the admini...
research
05/28/2019

Extracting adverse drug reactions and their context using sequence labelling ensembles in TAC2017

Adverse drug reactions (ADRs) are unwanted or harmful effects experience...
research
09/16/2022

De-Identification of French Unstructured Clinical Notes for Machine Learning Tasks

Unstructured textual data are at the heart of health systems: liaison le...
research
10/17/2021

Using Clinical Drug Representations for Improving Mortality and Length of Stay Predictions

Drug representations have played an important role in cheminformatics. H...
research
08/28/2020

Two Step Joint Model for Drug Drug Interaction Extraction

When patients need to take medicine, particularly taking more than one k...
research
06/05/2020

Resistance against nucleoside reverse transcriptase inhibitors

The response to antiretroviral therapy in human immunodeficiency virus-i...

Please sign up or login with your details

Forgot password? Click here to reset