ArticleWestern journal of nursing research2025
Understanding Daily Care Experience Preferences Across the Lifespan of Older Adults: Application of Natural Language Processing.
Article in Western journal of nursing research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
1 citing paper in PubMed.
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Authors and funding
7 authors.
Funding
Abstract
introductionOlder adults are a heterogeneous group, and their care experience preferences are likely to be diverse and individualized. Thus, the aim of this study was to identify categories of older adults' care experience preferences and to examine similarities and differences across different age groups.
methodsThe initial categories of older adults' care experience preferences were identified through a qualitative review of narrative text (n = 3134) in the ADVault data set. A natural language processing (NLP) algorithm was used to automatically and accurately define older adults' care experience preference categories. Descriptive statistics were used to examine similarities and differences in care experience preference categories across different age groups.
resultsThe overall average performance of NLP algorithms was relatively high (average
conclusionClinicians must understand the distinct categories of care experience preferences and incorporate them into personalized care planning.
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