ArticleFrontiers in psychology2021
Beauty and Wellness in the Semantic Memory of the Beholder.
Article in Frontiers in psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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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
7 citing papers in PubMed.
- Semantic memory network resilience in aging: The role of abstract and semantically diverse words.Cognition · 2026Article
- Reduced age differences in semantic memory networks: Evidence from semantically diverse free associations.Neuropsychologia · 2026Article
- How retrieval processes change with age: Exploring age differences in semantic network and retrieval dynamics.Canadian journal of experimental psychology = Revue canadienne de psychologie experimentale · 2025Article
- Aesthetic emotions are affected by context: a psychometric network analysis.Scientific reports · 2023Article
- Age differences in semantic network structure: Acquiring knowledge shapes semantic memory.Psychology and aging · 2023Article
- The effect of aging on facial attractiveness: An empirical and computational investigation.Acta psychologica · 2021Article
- Cognitive Networks for Knowledge Modeling: A Gentle Introduction for Data- and Cognitive Scientists.Wiley interdisciplinary reviews. Cognitive scienceReview
Corrections and comments
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Authors and funding
3 authors.
Funding
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Abstract
Beauty and wellness are terms used often in common parlance, however their meaning and relation to each other is unclear. To probe their meaning, we applied network science methods to estimate and compare the semantic networks associated with beauty and wellness in different age generation cohorts (Generation Z, Millennials, Generation X, and Baby Boomers) and in women and men. These mappings were achieved by estimating group-based semantic networks from free association responses to a list of 47 words, either related to
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Registered trials
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