A Whole-Person Function Dictionary for the Mobility, Self-Care and Domestic Life Domains: a Seedset Expansion Approach
Ayah Zirikly, Bart Desmet, Julia Porcino, Jonathan Camacho Maldonado, Pei-Shu Ho, Rafael Jimenez Silva, Maryanne Sacco
Abstract
Whole-person functional limitations in the areas of mobility, self-care and domestic life affect a majority of individuals with disabilities. Detecting, recording and monitoring such limitations would benefit those individuals, as well as research on whole-person functioning and general public health. Dictionaries of terms related to whole-person function would enable automated identification and extraction of relevant information. However, no such terminologies currently exist, due in part to a lack of standardized coding and their availability mainly in free text clinical notes. In this paper, we introduce terminologies of whole-person function in the domains of mobility, self-care and domestic life, built and evaluated using a small set of manually annotated clinical notes, which provided a seedset that was expanded using a mix of lexical and deep learning approaches.- Anthology ID:
- 2022.lrec-1.305
- Volume:
- Proceedings of the Thirteenth Language Resources and Evaluation Conference
- Month:
- June
- Year:
- 2022
- Address:
- Marseille, France
- Editors:
- Nicoletta Calzolari, Frédéric Béchet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Jan Odijk, Stelios Piperidis
- Venue:
- LREC
- SIG:
- Publisher:
- European Language Resources Association
- Note:
- Pages:
- 2850–2855
- Language:
- URL:
- https://aclanthology.org/2022.lrec-1.305
- DOI:
- Cite (ACL):
- Ayah Zirikly, Bart Desmet, Julia Porcino, Jonathan Camacho Maldonado, Pei-Shu Ho, Rafael Jimenez Silva, and Maryanne Sacco. 2022. A Whole-Person Function Dictionary for the Mobility, Self-Care and Domestic Life Domains: a Seedset Expansion Approach. In Proceedings of the Thirteenth Language Resources and Evaluation Conference, pages 2850–2855, Marseille, France. European Language Resources Association.
- Cite (Informal):
- A Whole-Person Function Dictionary for the Mobility, Self-Care and Domestic Life Domains: a Seedset Expansion Approach (Zirikly et al., LREC 2022)
- PDF:
- https://preview.aclanthology.org/ingest-acl-2023-videos/2022.lrec-1.305.pdf
- Code
- cc-rmd-epibio/terminologies