Pretrained biomedical language models for clinical NLP in Spanish

CP Carrino, J Llop, M Pàmies… - Proceedings of the …, 2022‏ - aclanthology.org
This work presents the first large-scale biomedical Spanish language models trained from
scratch, using large biomedical corpora consisting of a total of 1.1 B tokens and an EHR …

[PDF][PDF] Named Entity Recognition, Concept Normalization and Clinical Coding: Overview of the Cantemist Track for Cancer Text Mining in Spanish, Corpus, Guidelines …

A Miranda-Escalada, E Farré, M Krallinger - IberLEF@ SEPLN, 2020‏ - researchgate.net
Cancer still represents one of the leading causes of death worldwide, resulting in a
considerable healthcare impact. Recent research efforts from the clinical and molecular …

[PDF][PDF] Overview of DisTEMIST at BioASQ: Automatic detection and normalization of diseases from clinical texts: results, methods, evaluation and multilingual …

A Miranda-Escalada, L Gascó, S Lima-López… - CLEF (Working …, 2022‏ - ceur-ws.org
There is a pressing need for advanced semantic annotation technologies of medical content,
in particular medical publications, clinical trials and clinical records. Search engines and …

Biomedical named entity recognition with multilingual BERT

K Hakala, S Pyysalo - Proceedings of the 5th workshop on BioNLP …, 2019‏ - aclanthology.org
We present the approach of the Turku NLP group to the PharmaCoNER task on Spanish
biomedical named entity recognition. We apply a CRF-based baseline approach and …

A clinical trials corpus annotated with UMLS entities to enhance the access to evidence-based medicine

L Campillos-Llanos, A Valverde-Mateos… - BMC medical informatics …, 2021‏ - Springer
Background The large volume of medical literature makes it difficult for healthcare
professionals to keep abreast of the latest studies that support Evidence-Based Medicine …

[PDF][PDF] Overview of Automatic Clinical Coding: Annotations, Guidelines, and Solutions for non-English Clinical Cases at CodiEsp Track of CLEF eHealth 2020.

A Miranda-Escalada, A Gonzalez-Agirre… - CLEF (Working …, 2020‏ - ceur-ws.org
Clinical coding requires the analysis and transformation of medical narratives into a
structured or coded format using internationally recognized classification systems like ICD …

Biomedical and clinical language models for spanish: On the benefits of domain-specific pretraining in a mid-resource scenario

CP Carrino, J Armengol-Estapé… - arxiv preprint arxiv …, 2021‏ - arxiv.org
This work presents biomedical and clinical language models for Spanish by experimenting
with different pretraining choices, such as masking at word and subword level, varying the …

[PDF][PDF] Overview of MedProcNER Task on Medical Procedure Detection and Entity Linking at BioASQ 2023.

S Lima-López, E Farré-Maduell, L Gascó… - CLEF (Working …, 2023‏ - ceur-ws.org
Recent advances in NLP techniques, the use of large language models and Transformers
are showing promising results for processing clinical content. The development of tools for …