Generalizability of readability models for medical terms

Pylieva, Hanna; Chernodub, Artem; Grabar, Natalia; Hamon, Thierry

Document type :

Autre communication scientifique (congrès sans actes - poster - séminaire...): Communication dans un congrès avec actes

Title :

Generalizability of readability models for medical terms

Author(s) :

Pylieva, Hanna [Auteur]
Chernodub, Artem [Auteur]
Grabar, Natalia [Auteur]

Savoirs, Textes, Langage (STL) - UMR 8163 [STL]
Hamon, Thierry [Auteur]
Université Paris 13 [UP13]
Laboratoire d'Informatique pour la Mécanique et les Sciences de l'Ingénieur [LIMSI]

Conference title :

International Congress on Medical Informatics

Conference organizers(s) :

L. Ohno-Machado and B. Séroussi (eds.)

City :

Lyon

Country :

France

Start date of the conference :

2019-08-01

English keyword(s) :

Natural Language Processing
Terminology
Health Information Systems

HAL domain(s) :

Informatique [cs]
Informatique [cs]/Informatique et langage [cs.CL]

English abstract : [en]

Detection of difficult for understanding words is a crucial task for ensuring the proper understanding of medical texts such as diagnoses and drug instructions. We propose to combine supervised machine learning algorithms ...
Show more >Detection of difficult for understanding words is a crucial task for ensuring the proper understanding of medical texts such as diagnoses and drug instructions. We propose to combine supervised machine learning algorithms using various features with word embeddings which contain context information of words. Data in French are manually cross-annotated by seven annotators. On the basis of these data, we propose cross-validation scenarios in order to test the generalization ability of models to detect the difficulty of medical words. On data provided by seven annotators, we show that the models are generalizable from one annotator to another.Show less >

Language :

Anglais

Peer reviewed article :

Oui

Audience :

Internationale

Popular science :

Non

ANR Project :

Communication, Literacy, Education, Accessibility, Readability

Collections :

Savoirs, Textes, Langage (STL) - UMR 8163

Source :

Harvested from HAL

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