Publications by the researcher in collaboration with Arantza Casillas Rubio (49)
2024
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Mental Disorder Detection in Spanish: Hands on Skewed Class Distribution to Leverage Training
CEUR Workshop Proceedings
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Quantifying decision support level of explainable automatic classification of diagnoses in Spanish medical records
Computers in Biology and Medicine, Vol. 182
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Temporal Name Entity Recognition and Relation Extraction in Clinical Electronic Health Records with Span-based Entity and Relation Transformer
ACM International Conference Proceeding Series
2023
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Cause of Death estimation from Verbal Autopsies: Is the Open Response redundant or synergistic?
Artificial Intelligence in Medicine, Vol. 143
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Eating Disorders Detection by means of Deep Learning
CEUR Workshop Proceedings
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Representation Exploration and Deep Learning Applied to the Early Detection of Pathological Gambling Risks
CEUR Workshop Proceedings
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State-of-the-Art in Language Technology and Language-centric Artificial Intelligence
Cognitive Technologies (Springer Science and Business Media Deutschland GmbH), pp. 13-38
2022
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Approximate Nearest Neighbour Extraction Techniques and Neural Networks for Suicide Risk Prediction in the CLPsych 2022 Shared Task
CLPsych 2022 - 8th Workshop on Computational Linguistics and Clinical Psychology, Proceedings
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Explainable ICD multi-label classification of EHRs in Spanish with convolutional attention
International Journal of Medical Informatics, Vol. 157
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Exploiting ICD Hierarchy for Classification of EHRs in Spanish Through Multi-Task Transformers
IEEE Journal of Biomedical and Health Informatics, Vol. 26, Núm. 3, pp. 1374-1383
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Implementation of specialised attention mechanisms: ICD-10 classification of Gastrointestinal discharge summaries in English, Spanish and Swedish
Journal of Biomedical Informatics, Vol. 130
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Preliminary exploration of topic modelling representations for Electronic Health Records coding according to the International Classification of Diseases in Spanish
Expert Systems with Applications, Vol. 204
2021
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Adverse Drug Reaction extraction: Tolerance to entity recognition errors and sub-domain variants
Computer Methods and Programs in Biomedicine, Vol. 199
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Extracting cause of death from verbal autopsy with deep learning interpretable methods
IEEE Journal of Biomedical and Health Informatics, Vol. 25, Núm. 4, pp. 1315-1325
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On the Contribution of Per-ICD Attention Mechanisms to Classify Health Records in Languages With Fewer Resources than English
International Conference Recent Advances in Natural Language Processing, RANLP
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Verbal Autopsy: First Steps Towards Questionnaire Reduction
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2020
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Boosting ICD multi-label classification of health records with contextual embeddings and label-granularity
Computer Methods and Programs in Biomedicine, Vol. 188
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Extreme multi-label ICD classification: Sensitivity to hospital service and time
IEEE Access, Vol. 8, pp. 183534-183545
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Haplap at ehealth-kd challenge 2020
CEUR Workshop Proceedings
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IXA-AAA at CLEF eHealth 2020 CodiEsp Automatic classification of medical records with Multi-label Classifiers and Similarity Match Coders
CEUR Workshop Proceedings