PARENT INVOLVEMENT IN EDUCATION AS A MODERATOR OF FAMILY AND NEIGHBORHOOD SOCIOECONOMIC CONTEXT ON SCHOOL READINESS AMONG YOUNG CHILDREN
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
Limited socioeconomic family and neighborhood resources are known to influence multiple aspects of school readiness skills. Early parent involvement in education is hypothesized to attenuate risk for academic underachievement related to socioeconomic disadvantage. The current study used multilevel modeling to test whether parent involvement moderates the effects of family and neighborhood level socioeconomic resources on school readiness among a sample of 171 urban 4‐year‐olds. Parent involvement moderated the effect of family and neighborhood socioeconomic resources on the social‐emotional‐behavioral components of school readiness. Increased parent involvement in education was related to lower rates of behavior problems among children of single parents and among children from neighborhoods with higher levels of childcare burden. In contrast, parent involvement did not moderate the relation between socioeconomic risk and cognitive‐academic components of school readiness skills.
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 | 0.000 | 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 it