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Publications

2026

A cheap lunch: synthetic annotation with reduced human effort for medical text mining

Chen S, and Vossen P.
Proceedings of the Fifteenth Language Resources and Evaluation Conference
2025

Creating, anonymizing and evaluating the first medical language model pre-trained on Dutch Electronic Health Records: MedRoBERTa.nl

Verkijk S, and Vossen P.
Artificial Intelligence in Medicine, 167
2023

Artificial intelligence to improve rehabilitation care for children with developmental conditions: Some ethical considerations

van der Veen S, van der Leeden M, Geleijn E, Vossen P, Meskers CGM, Widdershoven GAM.
Dev Med Child Neurol. 2023 Jan;65(1):12-13. PMID: 35856286
DOI: 10.1111/dmcn.15348
2022

Modeling Dutch Medical Texts for Detecting Functional Categories and Levels of COVID-19 Patients

Jenia Kim, Stella Verkijk, Edwin Geleijn, Marike van der Leeden, Carel Meskers, Caroline Meskers, Sabina van der Veen, Piek T.J.M. Vossen, and Guy Widdershoven.
Proceedings of the Language Resources and Evaluation Conference (LREC), Marseille
2022

Automated recognition of functioning, activity and participation in COVID-19 from electronic patient records by natural language processing: a proof-of-concept

Meskers CGM, van der Veen S, Kim J, Meskers CJW, Smit QTS, Verkijk S, Geleijn E, Widdershoven GAM, Vossen PTJM, van der Leeden M.
Ann Med. 2022 Dec;54(1):235-243. PMID: 35040376; PMCID: PMC8774059.
DOI: 10.1080/07853890.2021.2025418
2022

Efficiently and Thoroughly Anonymizing Transformer Language Model for Dutch Electronic Health Records: A Two-Step Method

Stella Verkijk and Piek T.J.M. Vossen.
Proceedings of the 13th Language Resources and Evaluation Conference, Marseille
2021

MedRoBERTa.nl: A Language Model for Dutch Electronic Health Records

Verkijk S, and Vossen PJTM.
Computational Linguistics in the Netherlands Journal, 11, 141–159

Project Code

GITHUB
Pilot Project Repository
github.com/cltl/a-proof
GITHUB
ZonMW Project Repository
github.com/cltl/a-proof-zonmw
GITHUB
ICF Classifier Library
github.com/cltl/aproof-icf-classifier
DOCKER
ICF Classifier Image
hub.docker.com/r/piekvossen/a-proof-icf-classifier

Models

HUGGING FACE
ICF-17 Domain Classifier
huggingface.co/CLTL/icf17-domains
HUGGING FACE
ICF-17 Level Classifier
huggingface.co/CLTL/icf17-levels-domain-token
HUGGING FACE
MedRoBERTa.nl Base Model
huggingface.co/CLTL/MedRoBERTa.nl