Longitudinal Outcomes of Shyness From Childhood to Emerging Adulthood
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
The primary goal of this study was to explore links between childhood shyness and socioemotional functioning in emerging adulthood. Participants were part of a large-scale Canadian population-based longitudinal sample. Data were available for 3,514 children (8-9 years old) at Time 1 and 1,447 emerging adults (20-21 years old) again at Time 2. Parents completed a brief rating of child shyness at Time 1 and young adults self-reported indices of their socioemotional functioning at Time 2. Among the results, childhood shyness was a significant predictor of both interpersonal and intrapersonal adjustment difficulties at 20-21 years old. Moreover, some gender differences also emerged, with shyness predicting intrapersonal adjustment difficulties more strongly among female than among male participants. Results are discussed in terms of the long term consequences of childhood shyness for emerging adults.
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 | 0.000 |
| 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 | 0.001 | 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