Summer Reading Program with Benefits for At-Risk Children: Results from a Freedom School Program
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
Low-income and racial/ethnic minority children are at increased risk of experiencing summer reading loss or declined reading levels due to time away from school. The purpose of this study was to determine whether a 6-week summer reading program would help children maintain or improve reading levels. Four-hundred-fourteen African American and Hispanic children ranging from Kindergarten to 8th grade were assessed before (Time 1) and one-week prior to the end of the program (Time 2) to evaluate changes in Independent and Frustration reading levels. Outcome scores (Independent and Frustration) significantly improved from Time 1 to Time 2, t (415) = 11.62, p < .001 and t (415) = 14.99, p < .001, respectively. Time had a significant effect on both Independent and Frustration score differences (F (1, 415) = 135.09, p < .001 and F (1, 415) = 224.60, p < .001, respectively). A significant time by child level interaction in Independent difference scores was also observed F (1, 410) = 8.21, p < .01, with children in higher levels showing more improvement. There was also a significant time by grade repeat interaction in Frustration difference scores, F (1, 390) = 7.60, p <.01; children with a history of grade repetition showed significant improvement compared to those who had not. Results suggest that this brief summer reading program helped children improve over time, with improvement most notable in children in higher grade levels and those most vulnerable (i.e., grade repetition).
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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