Research output per year
Research output per year
Personal profile
Research interests
I focus on methodology for machine learning, natural language processing, knowledge graphs, and computer vision with a focus on problems in healthcare, including diagnostic and prognostic models, synthetic data generation, explainable AI, uncertainty quantification, clinical LLM training and evaluation.
Specialisation
- Natural Language Processing and Generation
- Large Language Models
- Multimodal Machine Learning
- Synthetic Data Generation
- Explainable and Uncertainty-Aware AI
Related documents
Education/Academic qualification
PhD, Incorporating visual information into neural machine translation, Dublin City University
Dec 2013 → Nov 2017
Award Date: 3 Nov 2017
External positions
Visiting Postdoctoral Fellow, Center for Data Science, New York University
… → Mar 2022
Management Committee Member, Multi3Generation COST Action
… → Sept 2023
Keywords
- R Medicine (General)
- QA75 Electronic computers. Computer science
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
Fingerprint
Dive into the research topics where Iacer Coimbra Alves Cavalcanti Calixto is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Creation of a gold standard Dutch corpus of clinical notes for adverse drug event detection: the Dutch ADE corpus
Murphy, R. M., Dongelmans, D. A., de Keizer, N. F., Jongeneel, R. J., Koster, C. H., Jager, K. J., Abu-Hanna, A., Calixto, I. & Klopotowska, J. E., Sept 2025, In: Language Resources and Evaluation. 59, 3, p. 2763-2779 17 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile33 Downloads (Pure) -
Soft-Prompt Tuning to Predict Lung Cancer Using Primary Care Free-Text Dutch Medical Notes
Elfrink, A., Vagliano, I., Abu-Hanna, A. & Calixto, I., 2023, Artificial Intelligence in Medicine - 21st International Conference on Artificial Intelligence in Medicine, AIME 2023, Proceedings. Springer Science and Business Media Deutschland GmbH, Vol. 13897 LNAI. p. 193-198 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13897 LNAI).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile307 Downloads (Pure) -
Latent Variable Model for Multi-modal Translation
Calixto, I., Rios, M. & Aziz, W., 1 Jul 2019, Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. Korhonen, A., Traum, D. & Màrquez, L. (eds.). Florence, Italy: Association for Computational Linguistics (ACL), p. 6392-6405 14 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile13 Downloads (Pure) -
Exploring the Potential of Large Language Models for Assessing Medication Adherence to the ESC Heart Failure Guidelines
Dormosh, N., Boonstra, M. J., Abu-Hanna, A., Asselbergs, F. W. & Calixto, I., 2025, (Submitted) In: Journal of the American Medical Informatics Association.Research output: Contribution to journal › Article › Academic › peer-review
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DeVisE: Behavioral Testing of Medical Large Language Models
Tagliabue, C. Z., Boll, H. O., Erdem, A., Erdem, E. & Calixto, I., 2025, (Submitted)Research output: Other contribution › Academic
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Invited talk at the First Summer School Pharmacoinformatics
Coimbra Alves Cavalcanti Calixto, I. (Speaker)
2 Jul 2025Activity: Talk or presentation › Invited talk › Societal
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Eduardo Grande
Coimbra Alves Cavalcanti Calixto, I. (Host)
Jan 2025 → Apr 2025Activity: Hosting a visitor › Hosting an academic visitor
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Invited talk at the Third NLG in the Lowlands workshop
Coimbra Alves Cavalcanti Calixto, I. (Speaker)
2025Activity: Talk or presentation › Invited talk › Academic
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Towards and automated assessment of adherence to ESC Heart Failure guidelines using large language models
Coimbra Alves Cavalcanti Calixto, I. (Speaker)
2025Activity: Talk or presentation › Invited talk › Academic
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Supervision of 3 students theses in MSc in Medical Informatics
Coimbra Alves Cavalcanti Calixto, I. (Participant)
2025Activity: Educational contribution / Supervising student theses, products › Supervising student theses › Educational
Prizes
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AiNed Fellowship Grant
Coimbra Alves Cavalcanti, I. (Recipient) & Abu Hanna, A. (Recipient), 8 Aug 2023
Prize › Academic
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Best paper
Brancato, L. (Recipient), Coimbra Alves Cavalcanti, I. (Recipient), Abu Hanna, A. (Recipient) & Vagliano, I. (Recipient), Jul 2023
Prize: Other distinction
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Marie-Curie Global Fellowship Grant
Coimbra Alves Cavalcanti Calixto, I. (Recipient), 2019
Prize › Academic
Press/Media
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The role of NLP and LLMs in healthcare
Coimbra Alves Cavalcanti Calixto, I.
01/06/2023
1 item of Media coverage
Press/Media: interview
Datasets
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Dutch ADE Corpus
Calixto, I. (Creator), Murphy, R. M. (Creator) & Klopotowska, J. E. (Creator), Figshare, 2025
https://uvaauas.figshare.com/articles/dataset/Dutch_ADE_corpus/28846991
Dataset