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Multi-terminology indexing for the assignment of MeSH descriptors to medical abstracts in French

Suzanne Pereira, Saoussen Sakji, Aurélie Névéol, Ivan Kergourlay, Gaétan Kerdelhué, Elisabeth Serrot, Michel Joubert, Stéfan J Darmoni
2009 AMIA Annual Symposium Proceedings  
The French Multi-Terminology Indexer (F-MTI) implements a multiterminology approach using nine main medical terminologies in French and the mappings between them.  ...  To facilitate information retrieval in the biomedical domain, a system for the automatic assignment of Medical Subject Headings to documents curated by an online quality-controlled health gateway was implemented  ...  The authors would like to thank CISMeF indexers for their help in the study design and result analysis.  ... 
pmid:20351910 pmcid:PMC2815432 fatcat:wqxt7s257zb3ng6fmaogwqzvue

Drug information portal in Europe: information retrieval with multiple health terminologies

Saoussen Sakji, Catherine Letord, Suzanne Pereira, Badisse Dahamna, Michel Joubert, J Darmoni
2009 Studies in Health Technology and Informatics  
The objective of this work is the creation of a bilingual (French/English) drug information portal (DIP), in a multi-terminological context.  ...  In the framework of the drug field, using multi-terminological context, indexing drugs with the appropriate codes or/and terms revealed to be very important to have the appropriate information storage  ...  Without being regarded as descriptors of the MeSH thesaurus, the SCs are semantically related to the latter: on the one hand, for each SC, MeSH recommends a projection towards descriptors; in addition  ... 
pmid:19745361 fatcat:635tvwebd5h7ff3tu33dmw4cf4

Biomedical indexing and retrieval system based on language modeling approach

Jihen Majdoubi
2012 International Journal of Software Engineering & Applications  
In this paper, we propose our contribution for conceptual indexing of medical articles by using the MeSH (Medical Subject Headings) thesaurus.  ...  With this in mind, we propose a tool for indexing medical articles called BIOINSY (BIOmedical Indexing SYstem) which uses a language model for selecting the best representative descriptors for each document  ...  In [4] , the authors proposed the MTI (MeSH Terminology Indexer) to index English resources.  ... 
doi:10.5121/ijsea.2012.3306 fatcat:siewrwtb4raz7ozc4wqlb4fvda

InfoRoute: the CISMeF Context-specific Search Algorithm

Tayeb Merabti, Romain Lelong, Stefan Darmoni
2015 Studies in Health Technology and Informatics  
The InfoRoute algorithm is a useful tool to perform contextual information retrieval across multiple medical websites in both English and French.  ...  The aim of this paper was to present a practical InfoRoute algorithm and applications developed by CISMeF to perform a contextual information retrieval across multiple medical websites in different health  ...  The ReLySe project (REfractory LYmphoma Sequencing) Transla 2013. The Authors are grateful to Richard Medeiros, for editing assistance.  ... 
pmid:26262110 fatcat:cfflvk55sjdrjhg2xm3ao73cfm

Cross-language MeSH indexing using morpho-semantic normalization

Kornél Markó, Philipp Daumke, Stefan Schulz, Udo Hahn
2003 AMIA Annual Symposium Proceedings  
We consider three alternative procedures for the automatic indexing of medical documents using MeSH thesaurus identifiers as target units (document descriptors).  ...  Rather than considering complete words as the starting point of the indexing procedure, we here propose morphologically plausible subwords as basic units from which MeSH terms are derived.  ...  This work has been supported by grant Klar 640/5-1 from the Deutsche Forschungsgemeinschaft (DFG).  ... 
pmid:14728208 pmcid:PMC1480043 fatcat:ol5bxp2dpzdtzntveucwqaqnb4

The MeSH-gram Neural Network Model: Extending Word Embedding Vectors with MeSH Concepts for UMLS Semantic Similarity and Relatedness in the Biomedical Domain [article]

Saïd Abdeddaïm, Sylvestre Vimard, Lina Fatima Soualmia
2018 arXiv   pre-print
In this study, we propose a new neural network model named MeSH-gram which relies on a straighforward approach that extends the skip-gram neural network model by considering MeSH (Medical Subject Headings  ...  All the obtained results of Spearman's rank correlations between human scores and computed similarities show that MeSH-gram outperforms the skip-gram model, and is comparable to the best methods but that  ...  For the MeSH-gram word embedding model, we generated a file in which each line consists of an abstract with its MeSH descriptors.  ... 
arXiv:1812.02309v1 fatcat:z43zsqhqcfbh5cflrvred6ubue

Evaluating alignment quality between iconic language and reference terminologies using similarity metrics

Nicolas Griffon, Gaetan Kerdelhué, Lina F Soualmia, Tayeb Merabti, Julien Grosjean, Jean-Baptiste Lamy, Alain Venot, Catherine Duclos, Stefan J Darmoni
2014 BMC Medical Informatics and Decision Making  
Inter-alignment agreement was assessed on ICD10 codes and MeSH descriptors, sharing the same Concept Unique Identifiers in the Unified Medical Language System (UMLS).  ...  Methods: For medical literature retrieval purposes and EHR browsing, the MeSH thesaurus and the ICD10, both organized hierarchically, were aligned to VCM language.  ...  The authors are grateful to Nikki Sabourin-Gibbs, Rouen University Hospital, for editing the manuscript.  ... 
doi:10.1186/1472-6947-14-17 pmid:24618037 pmcid:PMC4007774 fatcat:typrl4cuyrfvpkzum326axfhmq

The MeSH-Gram Neural Network Model: Extending Word Embedding Vectors with MeSH Concepts for Semantic Similarity

Saïd Abdeddaïm, Sylvestre Vimard, Lina F Soualmia
2019 Studies in Health Technology and Informatics  
) descriptors instead of words.  ...  In this study, we propose a new neural network model, named MeSH-gram, which relies on a straightforward approach that extends the skip-gram neural network model by considering MeSH (Medical Subject Headings  ...  For each abstract included in PubMed/MEDLINE, every word occurrence in the abstract text is associated to each MeSH descriptor, which means that each word vector reflects all the MeSH descriptors seen  ... 
doi:10.3233/shti190172 pmid:31437874 fatcat:2zvmxmuvm5aflb2iffpogkeghe

Performance evaluation of unified medical language system®'s synonyms expansion to query PubMed

Nicolas Griffon, Wiem Chebil, Laetitia Rollin, Gaetan Kerdelhue, Benoit Thirion, Jean-François Gehanno, Stéfan Jacques Darmoni
2012 BMC Medical Informatics and Decision Making  
In order to enhance the performance of its information retrieval tools, primarily non-indexed citations, the authors propose a method: expanding users' queries using Unified Medical Language System' (UMLS  ...  The new strategy led to a heterogeneous 23.7% mean increase in non-indexed citation retrieved. Of these, 82% have been published less than 4 months earlier.  ...  Acknowledgments The authors thank Richard Medeiros, Rouen University Hospital medical educator, for editing this manuscript.  ... 
doi:10.1186/1472-6947-12-12 pmid:22376010 pmcid:PMC3309945 fatcat:svqodbdi2jg4ba3de2osd63ohy

BioDI: A New Approach to Improve Biomedical Documents Indexing [chapter]

Wiem Chebil, Lina Fatima Soualmia, Stéfan Jacques Darmoni
2013 Lecture Notes in Computer Science  
We propose a new approach for indexing biomedical documents with the Medical Subject Headings (MeSH) thesaurus that aims to overcome the limitation of the partial match.  ...  In fact, our indexing approach proposes to restrict the stemming process in the step of pretreatment.  ...  After, the corresponding descriptors are assigned to the terms. The score of a descriptor is the score of its term.  ... 
doi:10.1007/978-3-642-40285-2_9 fatcat:f5rh6sb5r5eyvln2klqaxxuumu

Scoring Semantic Annotations Returned by The NCBO Annotator

Soumia Melzi, Clément Jonquet
2014 Workshop on Semantic Web Applications and Tools for Life Sciences  
This paper presents a new scoring method for the NCBO Annotator allowing to rank the annotation results and enabling to use such scores for better indexing of the annotated data.  ...  In the biomedical domain, one broadly used service for annotations is the NCBO Annotator Web service, offered within the BioPortal platform and giving access to more than 350+ ontologies or terminologies  ...  Acknowledgements This work was supported in part by the French National Research Agency under JCJC program, grant ANR-12-JS02-01001, as well as by University of Montpellier, CNRS and the Computational  ... 
dblp:conf/swat4ls/MelziJ14 fatcat:k2xjqajcivcbdevucogx7agkcu

The Work Architecture of the Sears List of Subject Headings (SLSH), Library of Congress Subject Headings (LCSH), and Medical Subject Heading (MeSH): An Introduction [article]

SUBHAJIT PANDA
2022 Zenodo  
Subject headings are the creative initiative of a librarian from his love to organise things. Technically, subject headings are the standardized words assigned to a concept.  ...  Using subject headings helps to decrease the "junk," or irrelevant results. And it is based on the theme of the topic, not the words that appeared in the text. According to Charles A.  ...  (iii) Use of MeSH For Cataloging -The Cataloging and Metadata Management Section (CaMMS) at NLM uses Medical Subject Headings (MeSH) for assigning subject headings to materials in all formats.  ... 
doi:10.5281/zenodo.7056035 fatcat:gna3pxngijczlkiw5w6zvwsa6e

Large-scale fine-grained semantic indexing of biomedical literature based on weakly-supervised deep learning [article]

Anastasios Nentidis, Thomas Chatzopoulos, Anastasia Krithara, Grigorios Tsoumakas, Georgios Paliouras
2023 arXiv   pre-print
Semantic indexing of biomedical literature is usually done at the level of MeSH descriptors, representing topics of interest for the biomedical community.  ...  Lacking labelled data for this task, our method relies on weak supervision based on concept occurrence in the abstract of an article.  ...  In this direction, the indexing policies for librarians of the CISMeF catalogue 13 for French medical resources were updated to support indexing at the level of MeSH concepts.  ... 
arXiv:2301.09350v1 fatcat:gbomrhztirhiljghhoo7oaggki

Large scale biomedical texts classification: a kNN and an ESA-based approaches

Khadim Dramé, Fleur Mougin, Gayo Diallo
2016 Journal of Biomedical Semantics  
They are therefore adequate for large multi-label classification and particularly in the biomedical domain.  ...  In addition, the combination of several learning algorithms with various techniques for fixing the number of relevant topics is performed.  ...  They would also like to thank the anonym reviewers of the previous version of our paper in the (Symposium on Semantic Mining in Biomedicine) 2014.  ... 
doi:10.1186/s13326-016-0073-1 pmid:27312781 pmcid:PMC4911685 fatcat:yv7iyjlxyjapfoh44ap2lt7h4i

Large scale biomedical texts classification: a kNN and an ESA-based approaches [article]

Khadim Dramé
2016 arXiv   pre-print
They are therefore adequate for large multi-label classification and particularly in the biomedical domain.  ...  In addition, the combination of several learning algorithms with various techniques for fixing the number of relevant topics is performed.  ...  They would also like to thank the anonym reviewers of the previous version of our paper in the SMBM2014.  ... 
arXiv:1606.02976v1 fatcat:4can2fy2bnf7vnr6yejniabazm
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