Automatic indexing with DeCS terms of abstracts from scientific articles using two highly used databases in Spanish: IBECS and LILACS.
DeCS (Descriptores Descriptores en Ciencias de la Salud, Health Science Descriptors) is a structured controlled vocabulary created by BIREME to index scientific publications on BvSalud (Biblioteca Virtual en Salud, Virtual Health Library), the largest database of scientific documents in Spanish, which hosts records from the databases LILACS, MEDLINE, IBECS, among others.
Publication
Luis Gasco, Anastasios Nentidis, Anastasia Krithara, Darryl Estrada-Zavala, Renato Toshiyuki Murasaki, Elena Primo-Peña, Cristina Bojo-Canales, Georgios Paliouras, Martin Krallinger (2021) Overview of BioASQ 2021-MESINESP track. Evaluation of advance hierarchical classification techniques for scientific literature, patents and clinical trials. Working Notes of CLEF 2021 – Conference and Labs of the Evaluation Forum, September 21–24, 2021, Bucharest, Romania.
Language
Spanish
NLP topic
Abstract task
Dataset
Year
2021
Publication link
Ranking metric
Micro F
Task results
| System | MicroPrecision | MicroRecall | MicroF1 Sort ascending |
|---|---|---|---|
| Fundan University BERTDeCS version 4 | 0.5077 | 0.4618 | 0.4837 |
| Fundan University bertmesh-1 | 0.5077 | 0.4591 | 0.4808 |
| Fundan University BERTDeCS version 3 | 0.5047 | 0.4591 | 0.4808 |
| Fundan University BERTDeCS-CooMatInfer | 0.5037 | 0.4581 | 0.4798 |
| Fundan University BERTDeCS-CooMatInfer | 0.4791 | 0.4252 | 0.4505 |

