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Record W4393309516 · doi:10.6000/1929-4409.2024.13.06

Gender Differences in Facebook Addiction as a Coping Response to Social Stressors and Poor Self-Confidence

2024· article· en· W4393309516 on OpenAlexvenueno aff
Pamela Black, Helen M. Hendy

Bibliographic record

VenueInternational Journal of Criminology and Sociology · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicImpact of Technology on Adolescents
Canadian institutionsnot available
Fundersnot available
KeywordsStressorCoping (psychology)PsychologySocial stressAddictionClinical psychologyPsychiatry

Abstract

fetched live from OpenAlex

The Threat Appraisal and Coping Theory suggests that when individuals perceive social stressors from important interpersonal relationships (family, friends, romance), and when they have poor self-confidence, they may display the coping behavior of seeking social support, including that provided by social media platforms such as Facebook. However, individuals who perceive intense social stressors and have poor self-confidence may use Facebook to the extent that it interferes with other areas of their lives. The present study examined this cognitive sequence that could lead to such Facebook addiction: SOCIAL STRESSORS à POOR SELF-CONFIDENCE à EXCESSIVE FACEBOOK. Because of past research showing gender differences in each of these variables, we hypothesized that women would be more likely to show the proposed cognitive sequence leading to Facebook addiction. Participants were 243 women and 209 men from a paid online Survey Monkey sample who reported demographics, three social stressors (family, friends, romance), self-confidence with Rosenberg’s Self-Esteem Scale, and excessive Facebook use with the Bergen Facebook Addiction Scale. Unlike our hypothesized results, moderated mediational analyses with 5000 bootstrapped samples found significantly higher indirect effect sizes for the three-variable sequence in men than in women, specifically when the social stressor was from family or romantic partners. One interpretation would be that when conflicts occur in intimate personal relationships (family, romance), women may have a wider network of real-life relationships in which they share their emotional concerns, whereas men are more likely to rely on online social media to vent concerns about intimate relationships.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.068
GPT teacher head0.379
Teacher spread0.311 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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Same venueInternational Journal of Criminology and SociologySame topicImpact of Technology on AdolescentsFrench-language works237,207