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Attention to Instagram features in female youth with anxiety symptoms

2025· article· en· W4414871926 on OpenAlexafffund
Youna McGowan, Bilikis Banire, Hailey Burns, Sherry H. Stewart, Raymond M. Klein, Sandra Meier

Bibliographic record

VenueComprehensive Psychiatry · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicImpact of Technology on Adolescents
Canadian institutionsDalhousie University
FundersCanadian Institutes of Health ResearchSocial Sciences and Humanities Research Council of CanadaCanada Research ChairsCanada Foundation for Innovation
KeywordsSocial anxietyAnxietySocial inhibitionFeelingAttentional biasSocial mediaFixation (population genetics)Social cue

Abstract

fetched live from OpenAlex

Social media's highly visual and interactive nature fosters social comparisons and can thereby exacerbate feelings of inadequacy, especially among youth with anxiety. Compared to their non-anxious peers, anxious youth are more likely to use social media and may be more susceptible to engaging in social comparison, as suggested by prior literature. Anxious youth are also more attentive to indicators of social status and threats. Thus, this study explored the attention bias mechanisms underlying anxiety in response to social media status cues (e.g., follower counts, likes). We predicted that with increasing anxiety symptoms, youth would avoid allocating their attention to these cues. We recruited 69 shy or anxious young females with anxiety symptoms to view Instagram profiles [ M age = 20.44 years, SD age = 1.84 years]. We recorded participants' eye movements with a high degree of spatial and temporal resolution while participants freely engaged with these profiles. Results showed that with increasing anxiety symptoms, youths' first fixation latency was significantly longer and their fixation duration shorter for social media status cues compared to the overall profile, representing an attentional avoidance pattern. This pattern was observed for both popular and less-popular profiles. These findings add to evidence that anxiety symptoms are linked to differences in visual attention to social media status cues. Further research is needed to examine these effects across genders, platforms, and in relation to other psychological constructs.

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 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)0.000
metaresearch head score (Gemma)0.000
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 score0.023
Threshold uncertainty score0.668

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.012
GPT teacher head0.303
Teacher spread0.292 · 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 teacher head, 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

Citations2
Published2025
Admission routes2
Has abstractyes

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