4.7 Article Data Paper

CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions

Journal

SCIENTIFIC DATA
Volume 10, Issue 1, Pages -

Publisher

NATURE PORTFOLIO
DOI: 10.1038/s41597-023-02203-1

Keywords

-

Ask authors/readers for more resources

Consumers are increasingly turning to the internet for health information, which often goes beyond mere facts. Automated approaches to answering health questions must recognize the need for social and emotional support. This study introduces a new dataset, called CHQ-SocioEmo, which is the first publicly available resource for understanding non-informational support needs in consumer health-related questions online.
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.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available