Cargando…
Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products
Older adults are among the fastest-growing demographic groups in the United States, increasing by over a third this past decade. Consequently, the older adult consumer product market has quickly become a multi-billion-dollar industry in which millions of products are sold every year. However, the ra...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8960888/ https://www.ncbi.nlm.nih.gov/pubmed/35360047 http://dx.doi.org/10.1016/j.dib.2022.108044 |
_version_ | 1784677477903237120 |
---|---|
author | Restrepo, Felipe Mali, Namrata Sands, Laura P. Abrahams, Alan Goldberg, David M White, Janay Prieto, Laura Ractham, Peter Gruss, Richard Zaman, Nohel Ehsani, Johnathon P. |
author_facet | Restrepo, Felipe Mali, Namrata Sands, Laura P. Abrahams, Alan Goldberg, David M White, Janay Prieto, Laura Ractham, Peter Gruss, Richard Zaman, Nohel Ehsani, Johnathon P. |
author_sort | Restrepo, Felipe |
collection | PubMed |
description | Older adults are among the fastest-growing demographic groups in the United States, increasing by over a third this past decade. Consequently, the older adult consumer product market has quickly become a multi-billion-dollar industry in which millions of products are sold every year. However, the rapidly growing market raises the potential for an increasing number of product safety concerns and consumer product-related injuries among older adults. Recent manufacturer and consumer injury prevention efforts have begun to turn towards online reviews, as these provide valuable information from which actionable, timely intelligence can be derived and used to detect safety concerns and prevent injury. The presented dataset contains 1966 curated online product reviews from consumers, equally distributed between safety concerns and non-concerns, pertaining to product categories typically intended for older adults. Identified safety concerns were manually sub-coded across thirteen dimensions designed to capture relevant aspects of the consumer's experience with the purchased product, facilitate the safety concern identification and sub-classification process, and serve as a gold-standard, balanced dataset for text classifier learning. |
format | Online Article Text |
id | pubmed-8960888 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-89608882022-03-30 Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products Restrepo, Felipe Mali, Namrata Sands, Laura P. Abrahams, Alan Goldberg, David M White, Janay Prieto, Laura Ractham, Peter Gruss, Richard Zaman, Nohel Ehsani, Johnathon P. Data Brief Data Article Older adults are among the fastest-growing demographic groups in the United States, increasing by over a third this past decade. Consequently, the older adult consumer product market has quickly become a multi-billion-dollar industry in which millions of products are sold every year. However, the rapidly growing market raises the potential for an increasing number of product safety concerns and consumer product-related injuries among older adults. Recent manufacturer and consumer injury prevention efforts have begun to turn towards online reviews, as these provide valuable information from which actionable, timely intelligence can be derived and used to detect safety concerns and prevent injury. The presented dataset contains 1966 curated online product reviews from consumers, equally distributed between safety concerns and non-concerns, pertaining to product categories typically intended for older adults. Identified safety concerns were manually sub-coded across thirteen dimensions designed to capture relevant aspects of the consumer's experience with the purchased product, facilitate the safety concern identification and sub-classification process, and serve as a gold-standard, balanced dataset for text classifier learning. Elsevier 2022-03-15 /pmc/articles/PMC8960888/ /pubmed/35360047 http://dx.doi.org/10.1016/j.dib.2022.108044 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Data Article Restrepo, Felipe Mali, Namrata Sands, Laura P. Abrahams, Alan Goldberg, David M White, Janay Prieto, Laura Ractham, Peter Gruss, Richard Zaman, Nohel Ehsani, Johnathon P. Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title | Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title_full | Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title_fullStr | Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title_full_unstemmed | Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title_short | Injury prevention for older adults: A dataset of safety concern narratives from online reviews of mobility-related products |
title_sort | injury prevention for older adults: a dataset of safety concern narratives from online reviews of mobility-related products |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8960888/ https://www.ncbi.nlm.nih.gov/pubmed/35360047 http://dx.doi.org/10.1016/j.dib.2022.108044 |
work_keys_str_mv | AT restrepofelipe injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT malinamrata injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT sandslaurap injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT abrahamsalan injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT goldbergdavidm injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT whitejanay injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT prietolaura injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT racthampeter injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT grussrichard injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT zamannohel injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts AT ehsanijohnathonp injurypreventionforolderadultsadatasetofsafetyconcernnarrativesfromonlinereviewsofmobilityrelatedproducts |