The association of neighborhood poverty with personality change in childhood.
Why this work is in the frame
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Bibliographic record
Abstract
The child sample of the National Longitudinal Survey of Youth (n.d.) was analyzed to examine the relation of undesirable personality change in early childhood to neighborhood economic deprivation. Participants in the survey who had complete data at Time 1 (3-4 years of age) and Time 2 (5-6 years of age) and who remained in the same neighborhood during both time periods were included in the analyses. The results indicated that neighborhood economic disadvantage was associated with undesirable personality change even after controlling for family-level variables such as maternal education, family income, and cognitive and emotional support in the home environment for children. The association of personality change with neighborhood economic deprivation was not mediated by maternal depression, Head Start participation, cognitive and emotional support in the home, or maternal trust in the neighborhood. The authors discuss recommendations for future investigations.
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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 | 0.002 | 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 | 0.000 |
| 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