A “Multitude” of Solitude: A Closer Look at Social Withdrawal and Nonsocial Play in Early Childhood
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
Abstract It has long been argued that social withdrawal in early childhood is a risk factor for later socioemotional difficulties. However, in recent years, researchers have begun to make distinctions between types of social withdrawal in young children, including shyness, social disinterest, and social avoidance. In this article, we review the literature on multiple forms of social withdrawal in early childhood. In particular, we focus on (a) theoretical and empirical distinctions between shyness, social disinterest, and social avoidance; (b) links between these constructs and children’s social and nonsocial play behaviors with peers; and (c) implications for children’s psychosocial adjustment. As well, we provide suggestions for future research, particularly on the relatively understudied construct of social disinterest and the virtually unexplored phenomenon of social avoidance.
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 | 0.000 | 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 | 0.000 | 0.000 |
| 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