Evidence map›Paper›PMID 37098210›Full record

ArticleThe journals of gerontology. Series B, Psychological sciences and social sciences2023

Detecting Narcissism From Older Adults' Daily Language Use: A Machine Learning Approach.

Shiyang Zhang, Karen L Fingerman, Kira S Birditt

Open access · hybridAbstract read
In one paragraph

Article in The journals of gerontology. Series B, Psychological sciences and social sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
1.6field-weighted citation impact, top 18% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed, 5 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors at 2 institutions in 1 country.

Shiyang ZhangDepartment of Human Development and Family Sciences, The University of Texas at Austin, Austin, Texas, USA.ORCID 0000-0002-0530-0163
Karen L FingermanDepartment of Human Development and Family Sciences, The University of Texas at Austin, Austin, Texas, USA.ORCID 0000-0001-9260-9400
Kira S BirdittInstitute for Social Research, University of Michigan, Ann Arbor, Michigan, USA.
The University of Texas at Austin · USUniversity of Michigan · US

Funding

Population Research CenterR24HD042849 · NICHD · UNIVERSITY OF TEXAS AUSTIN · PI HAYWARD, MARK D. · 2002 to 2016
$8.4M
Program Development and Pilot CoreP30AG066614 · NIA · UNIVERSITY OF TEXAS AT AUSTIN · PI KAREN L FINGERMAN · 2020 to 2026
$5.2M
Scientific & Technical CoreP2CHD042849 · NICHD · UNIVERSITY OF TEXAS AT AUSTIN · PI MARK D. HAYWARD · 2017 to 2026
$5.2M
Social Networks and Well-being in Late Life: A Study of Daily MechanismsR01AG046460 · NIA · UNIVERSITY OF TEXAS AT AUSTIN · PI FINGERMAN, KAREN L · 2015 to 2019
$2.5M
NIA NIH HHS P30 AG066614NIA NIH HHS R01 AG046460NIA NIH HHS R01AG046460NICHD NIH HHS P2C HD042849NICHD NIH HHS R24 HD042849
6 · The paper itself

Abstract

objectivesNarcissism has been associated with poorer quality social connections in late life, yet less is known about how narcissism is associated with older adults' daily social interactions. This study explored the associations between narcissism and older adults' language use throughout the day.

methodsParticipants aged 65-89 (N = 281) wore electronically activated recorders which captured ambient sound for 30 s every 7 min across 5-6 days. Participants also completed the Narcissism Personality Inventory-16 scale. We used Linguistic Inquiry and Word Count to extract 81 linguistic features from sound snippets and applied a supervised machine learning algorithm (random forest) to evaluate the strength of links between narcissism and each linguistic feature.

resultsThe random forest model showed that the top 5 linguistic categories that displayed the strongest associations with narcissism were first-person plural pronouns (e.g., we), words related to achievement (e.g., win, success), to work (e.g., hiring, office), to sex (e.g., erotic, condom), and that signal desired state (e.g., want, need). DISCUSSION: Narcissism may be demonstrated in everyday life via word use in conversation. More narcissistic individuals may have poorer quality social connections because their communication conveys an emphasis on self and achievement rather than affiliation or topics of interest to the other party.

Indexed as

LinguisticsNarcissismAgedCommunicationHumansMachine LearningPersonality InventoryElectronically activated recorder (EAR)Linguistic featurespersonality

Identifiers

PMID37098210
PMCPMC10461532
OpenAlexW4366998083

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.