Preschoolers' Social Cognitive Development in the Age of Screen Time Ubiquity
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
Is screen time exposure a double-edged sword for children's social cognitive development among today's children? We conducted a short-term prospective longitudinal study of 57 typically developing children (Mage = 54.7 months, standard deviation = 2.5 months; 27 female) to examine the association between quantity of screen time exposure during the preschool years (Time 1; age 4) and social cognitive outcomes 1 year later (Time 2; age 5), coinciding with the time of formal school entry. We found that, in boys, watch time and gaming time at Time 1 were associated with relatively lower scores on an academic task at Time 2, and Time 1 gaming time was associated with relatively lower theory of mind at Time 2. For girls, Time 1 watch time was associated with relatively higher prosocial behavior at Time 2. We speculate that these contrasting gender findings may be accounted for by the specific gender-targeted programming currently available to young boys and girls.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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