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Record W4362468573 · doi:10.29173/eureka28781

The Effects of Self-Control and Self-Awareness on Social Media Usage, Self-Esteem, and Affect

2023· article· en· W4362468573 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueEureka · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicImpact of Technology on Adolescents
Canadian institutionsBrandon UniversityUniversity of Alberta
Fundersnot available
KeywordsAffect (linguistics)Self-esteemPsychologySocial mediaSocial psychologySelf-controlSelf-awarenessComputer scienceWorld Wide WebCommunication

Abstract

fetched live from OpenAlex

Background: With the increase in social media usage due to the COVID-19 pandemic, investigation into factors that mitigate excessive and problematic usage is warranted. Factors such as self-awareness were included in the analysis of social media usage as it leads individuals to focus on personal ideal standards, begging the question as to whether high self-awareness limits problematic social media usage. Self-control, strengthened by self-awareness, was measured to examine its involvement in limiting excessive social media usage. Self-esteem and affect were included in analyses as they have never been examined in relation to both self-awareness and social media usage. It was hypothesized that self-awareness would be negatively related to social media usage, given self-control levels are high. Furthermore, self-awareness would be positively related to self-control, self-esteem, and affect, given social media usage is low. Methods: 125 psychology students (73.6% female) completed scales on self-awareness, social media usage, self-esteem, self-control, and affect. Linear regressions with moderation and mediation were conducted. Results: No moderation occurred but it was found that self-control mediated the relationship between self-awareness and social media usage. Self-awareness was positively related to self-esteem, self-control, and positive affect. Social media usage was not significantly related to self-esteem, positive affect, or negative affect. Self-control acted as a mediator in numerous analyses involving self-awareness and social media usage. Conclusions: Self-awareness promotes self-control, resulting in reduced social media usage. Future research should focus on cultivating self-awareness and the consequent self-control to help avoid the negative outcomes associated with social media usage (e.g., reduced self-esteem).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.375
Threshold uncertainty score0.782

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.293
Teacher spread0.282 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it