{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["5(3)"],"submitter":["Klein AZ"],"pubmed_abstract":["<h4>Background</h4>More than 6 million people in the United States have Alzheimer disease and related dementias, receiving help from more than 11 million family or other informal caregivers. A range of traditional interventions has been developed to support family caregivers; however, most of them have not been implemented in practice and remain largely inaccessible. While recent studies have shown that family caregivers of people with dementia use Twitter to discuss their experiences, methods have not been developed to enable the use of Twitter for interventions.<h4>Objective</h4>The objective of this study is to develop an annotated data set and benchmark classification models for automatically identifying a cohort of Twitter users who have a family member with dementia.<h4>Methods</h4>B"],"journal":["JMIR aging"],"pagination":["e39547"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC9526111"],"repository":["biostudies-literature"],"pubmed_title":["Automatically Identifying Twitter Users for Interventions to Support Dementia Family Caregivers: Annotated Data Set and Benchmark Classification Models."],"pmcid":["PMC9526111"],"pubmed_authors":["Gonzalez-Hernandez G","O'Connor K","Magge A","Klein AZ"],"additional_accession":[]},"is_claimable":false,"name":"Automatically Identifying Twitter Users for Interventions to Support Dementia Family Caregivers: Annotated Data Set and Benchmark Classification Models.","description":"<h4>Background</h4>More than 6 million people in the United States have Alzheimer disease and related dementias, receiving help from more than 11 million family or other informal caregivers. A range of traditional interventions has been developed to support family caregivers; however, most of them have not been implemented in practice and remain largely inaccessible. While recent studies have shown that family caregivers of people with dementia use Twitter to discuss their experiences, methods have not been developed to enable the use of Twitter for interventions.<h4>Objective</h4>The objective of this study is to develop an annotated data set and benchmark classification models for automatically identifying a cohort of Twitter users who have a family member with dementia.<h4>Methods</h4>B","dates":{"release":"2022-01-01T00:00:00Z","publication":"2022 Sep","modification":"2025-04-22T03:33:08.373Z","creation":"2025-02-19T00:23:36.006Z"},"accession":"S-EPMC9526111","cross_references":{"pubmed":["36112408"],"doi":["10.2196/39547"]}}