Co-resident Grandparents and Grandchildren’s Academic Performance in Taiwan
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
Using the Taiwanese panel survey data, we investigate the consequences of children's co-residence with grandparents, and we find a positive effect on academic achievement. Further analysis reveals different types of effects among the various types of grandparent-grandchild co-residence. While long-term co-residence confers the most educational benefits, a recent transition into co-residence confers no such advantage. Compared to other co-resident situations, children who recently transition out of co-residence with grandparents are the most disadvantaged. Furthermore, we find educational benefits of co-resident grandparents in both single-parent and two-parent families, but long-term co-resident grandparents' positive association with grandchildren's academic achievement is the most pronounced in households where both parents are absent. We interpret these finding using a theoretical framework, and discuss their implications for policy and for other research.
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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 | 0.001 | 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