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

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...

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Detalles Bibliográficos
Autores principales: Alasmari, Ashwag, Kudryashov, Luke, Yadav, Shweta, Lee, Heera, Demner-Fushman, Dina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224974/
https://www.ncbi.nlm.nih.gov/pubmed/37244917
http://dx.doi.org/10.1038/s41597-023-02203-1
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author Alasmari, Ashwag
Kudryashov, Luke
Yadav, Shweta
Lee, Heera
Demner-Fushman, Dina
author_facet Alasmari, Ashwag
Kudryashov, Luke
Yadav, Shweta
Lee, Heera
Demner-Fushman, Dina
author_sort Alasmari, Ashwag
collection PubMed
description 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.
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spelling pubmed-102249742023-05-29 CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions Alasmari, Ashwag Kudryashov, Luke Yadav, Shweta Lee, Heera Demner-Fushman, Dina Sci Data Data Descriptor 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. Nature Publishing Group UK 2023-05-27 /pmc/articles/PMC10224974/ /pubmed/37244917 http://dx.doi.org/10.1038/s41597-023-02203-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Data Descriptor
Alasmari, Ashwag
Kudryashov, Luke
Yadav, Shweta
Lee, Heera
Demner-Fushman, Dina
CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title_full CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title_fullStr CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title_full_unstemmed CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title_short CHQ- SocioEmo: Identifying Social and Emotional Support Needs in Consumer-Health Questions
title_sort chq- socioemo: identifying social and emotional support needs in consumer-health questions
topic Data Descriptor
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224974/
https://www.ncbi.nlm.nih.gov/pubmed/37244917
http://dx.doi.org/10.1038/s41597-023-02203-1
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