The ripple effect: Examining the impact on parents of an Abecedarian early child care intervention in an urban social housing development
Bibliographic record
Abstract
The Abecedarian Approach is an internationally recognised early childhood intervention program that has shown long-term positive outcomes for children living in low SES communities. However, there are few studies examining the broader influence of such interventions for young children on the lives of their parents. This article describes the findings of a qualitative study exploring the perceptions and experiences of parents whose children attend an Abecedarian early intervention program located in an urban social housing complex. Eighteen parents whose children had attended the program for a minimum of one year were interviewed. The main themes that emerged were: strengthened relationships between parents and program staff, as well as between parents themselves, particularly supported through the home visitor; increased awareness among parents about early development and of their role in supporting child development; and opportunities for parents' personal growth. The findings suggest that high quality early child intervention programs, such as the Abecedarian Approach, can positively impact the lives of parents.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".