Loneliness and Aloneliness as Mediators of the Associations Between Social Withdrawal and Internalizing Problems in Late Childhood and Early Adolescence
Bibliographic record
Abstract
The main aim of this study was to investigate a conceptual model linking subtypes of social withdrawal, social/asocial dissatisfaction, and internalizing problems in late childhood and early adolescence. Participants were N = 459 students ( n = 247 girls) aged 8–14 years ( M = 11.24, SD = 1.66), who completed self-reports assessments of social withdrawal subtypes (i.e., shyness and unsociability), loneliness and aloneliness, and internalizing problems (i.e., social anxiety and depression). Results from path analyses revealed that shyness was associated with social anxiety and depression via loneliness, whereas unsociability was related to depression and social anxiety via loneliness and associated with depression via aloneliness. Findings also suggested some moderating effects of age. This study highlights the contribution of loneliness and aloneliness in the link between social withdrawal subtypes and internalizing problems in late childhood and early adolescence.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".