CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions. Alasmari, A., Kudryashov, L., Yadav, S., Lee, H., & Demner-Fushman, D. Scientific Data, 10(1):329, May, 2023. Publisher: Nature Publishing Group![CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions [link]](https://bibbase.org/img/filetypes/link.svg "link")
Paper doi abstract bibtex General public, often called consumers, are increasingly seeking health information online. To be satisfactory, answers to health-related questions often have to go beyond informational needs. Automated approaches to consumer health question answering should be able to recognize the need for social and emotional support. Recently, large scale datasets have addressed the issue of medical question answering and highlighted the challenges associated with question classification from the standpoint of informational needs. However, there is a lack of annotated datasets for the non-informational needs. We introduce a new dataset for non-informational support needs, called CHQ-SocioEmo. The Dataset of Consumer Health Questions was collected from a community question answering forum and annotated with basic emotions and social support needs. This is the first publicly available resource for understanding non-informational support needs in consumer health-related questions online. We benchmark the corpus against multiple state-of-the-art classification models to demonstrate the dataset’s effectiveness.
@article{alasmari_chq-_2023,
title = {{CHQ}- {SocioEmo}: {Identifying} {Social} and {Emotional} {Support} {Needs} in {Consumer}-{Health} {Questions}},
volume = {10},
copyright = {2023 The Author(s)},
issn = {2052-4463},
shorttitle = {{CHQ}- {SocioEmo}},
url = {https://www.nature.com/articles/s41597-023-02203-1},
doi = {10.1038/s41597-023-02203-1},
abstract = {General public, often called consumers, are increasingly seeking health information online. To be satisfactory, answers to health-related questions often have to go beyond informational needs. Automated approaches to consumer health question answering should be able to recognize the need for social and emotional support. Recently, large scale datasets have addressed the issue of medical question answering and highlighted the challenges associated with question classification from the standpoint of informational needs. However, there is a lack of annotated datasets for the non-informational needs. We introduce a new dataset for non-informational support needs, called CHQ-SocioEmo. The Dataset of Consumer Health Questions was collected from a community question answering forum and annotated with basic emotions and social support needs. This is the first publicly available resource for understanding non-informational support needs in consumer health-related questions online. We benchmark the corpus against multiple state-of-the-art classification models to demonstrate the dataset’s effectiveness.},
language = {en},
number = {1},
urldate = {2024-06-20},
journal = {Scientific Data},
author = {Alasmari, Ashwag and Kudryashov, Luke and Yadav, Shweta and Lee, Heera and Demner-Fushman, Dina},
month = may,
year = {2023},
note = {Publisher: Nature Publishing Group},
keywords = {Research data, Social sciences},
pages = {329},
}
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