Social media use and parent–child relationship: A cross‐sectional study of adolescents
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.
Bibliographic record
Abstract
We examined the association between social media use and parent-child relationship quality and tested whether this association is independent of total screen time. Data on 9,732 students (48.4% female) aged 11-20 years were obtained from a provincially representative school-based survey. Heavy use of social media (daily use of more than 2 hr) was associated with greater odds of negative relationships between mother-daughter (odds ratio [OR] = 1.79; 95% confidence interval [CI]: 1.27-2.52), father-daughter (OR = 1.56; 95% CI: 1.16-2.09), father-son (OR = 2.19; 95% CI: 1.58-3.05) but not mother-son (OR = 1.17; 95% CI: 0.88-1.55). Results were similar after further adjusting for total screen time. There were no significant associations between regular use of social media (2 hr or less) and parent-child relationships. These findings suggest that heavy use of social media is associated with negative parent-child relationships. Longitudinal research is necessary to disentangle the pathways between social media use and the parent-child relationship.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it