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Advanced topic modeling with large language models: analyzing social media content from dementia caregivers

Innovation in Aging(2025)10.1093/geroni/igaf120Source: DataRank Database

Advanced topic modeling with large language models: analyzing social media content from dementia caregivers is a research paper published in Innovation in Aging (2025). On theSindex it has a DataRank of 0. It has been cited 3 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access3 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (5 grants)Impact (FWCI 4.91)OA: goldTopics (14)IDs (PubMed, PMC, OpenAlex)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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Authors (11)

Bojian Hou ORCID,Amy Zheng ORCID,Yanbo Feng,Ari Z Klein ORCID,Karen O’Connor ORCID

Live enrichment

PubMed:41458886 PMC:PMC12742845 OpenAlex:https://openalex.org/W7117364317

National Institute on Aging

Grant: P30 AG073105

National Institute on Aging

Grant: R01 LM011176

National Institutes of Health

Grant: P30AG073104

Johns Hopkins University

Grant: P30AG073107

University of Pennsylvania

FWCI

4.91

Citation Percentile

1.0%

Citation Trend

2025

2026

goldLicense: cc-by

journalhttps://academic.oup.com/innovateage/article-pdf/9/Supplement_1/S38/66134445/igaf120.pdf

publisherhttps://academic.oup.com/innovateage/article-pdf/9/Supplement_1/S38/66134445/igaf120.pdf

journalhttps://doi.org/10.1093/geroni/igaf120

repositoryhttps://pubmed.ncbi.nlm.nih.gov/41458886

repositoryhttps://pmc.ncbi.nlm.nih.gov/articles/PMC12742845/

Fields of Study

Topic ModelingMental Health via WritingSentiment Analysis and Opinion Mining

Keywords

Coherence (philosophical gambling strategy)Topic modelContext (archaeology)Social mediaDementiaKey (lock)Natural Language ProcessingHealthcare InformaticsSemantic CoherenceSocial Media AnalysisPrompt Engineering

Sustainable Development Goals

SDG 0: Quality Education