Semantic Relations Established by Specialized Processes Expressed by Nouns and Verbs: Identification in a Corpus by means of Syntactico-semantic Annotation. - Nava Maroto; Marie-Claude L'Homme; Amparo Alcina (LREC, 2012)

Ontology Learning with Deep Learning: a Case Study on Patient Safety Using PubMed. - Mercedes Argüello Casteleiro; Maria Jesus Fernandez Prieto; George Demetriou; Nava Maroto; Warren J. Read; Diego Maseda-Fernandez; Jose Julio Des Diz; Goran Nenadic; John A. Keane; Robert Stevens 001 (SWAT4LS, 2016)

Deep learning meets ontologies: experiments to anchor the cardiovascular disease ontology in the biomedical literature. - Mercedes Argüello Casteleiro; George Demetriou; Warren J. Read; Maria Jesus Fernandez Prieto; Nava Maroto; Diego Maseda-Fernandez; Goran Nenadic; Julie Klein 002; John A. Keane; Robert Stevens 001 (J. Biomed. Semant., 2018)

From SNOMED CT Expressions to an FHIR RDF Representation: Exploring the Benefits of an Ontology-Based Approach. - Mercedes Argüello Casteleiro; Catalina Martínez-Costa; Julio Des-Diz; Nava Maroto; Maria Jesus Fernandez Prieto; Robert Stevens 001 (JOWO, 2019)

Exploring semantic deep learning for building reliable and reusable one health knowledge from PubMed systematic reviews and veterinary clinical notes. - Mercedes Argüello Casteleiro; Robert Stevens 001; Jose Julio Des Diz; Chris Wroe; Maria Jesus Fernandez Prieto; Nava Maroto; Diego Maseda-Fernandez; George Demetriou; Simon Peters; Peter-J. Noble; Phil H. Jones; Jo Dukes-McEwan; et al. (J. Biomed. Semant., 2019)

Named Entity Recognition and Relation Extraction for COVID-19: Explainable Active Learning with Word2vec Embeddings and Transformer-Based BERT Models. - Mercedes Argüello Casteleiro; Nava Maroto; Chris Wroe; Carlos Sevillano Torrado; Chloe Henson; Jose Julio Des Diz; Maria Jesus Fernandez Prieto; Thomas Furmston; Diego Maseda-Fernandez; Manoj Kulshrestha; Robert Stevens 001; John A. Keane; et al. (SGAI Conf., 2021)

MetaMap versus BERT Models with Explainable Active Learning: Ontology-Based Experiments with Prior Knowledge for COVID-19. - Mercedes Argüello Casteleiro; Chloe Henson; Nava Maroto; Saihong Li; Julio Des-Diz; Maria Jesus Fernandez Prieto; Simon Peters; Timothy Furmston; Carlos Sevillano Torrado; Diego Maseda-Fernandez; Manoj Kulshrestha; John A. Keane; et al. (SWAT4HCLS, 2022)

Text-based phenotyping with Semantic Deep Learning: setting up experiments for women's health. - Mercedes Argüello Casteleiro; Niamh Joyce; Nava Maroto; Maria Jesus Fernandez Prieto; Timothy Furmston; Diego Maseda-Fernandez; Phillip Lord; Chris Wroe; John A. Keane; Ying Cheong; Robert Stevens 001 (SWAT4HCLS, 2023)