Do Younger Children Benefit More From Cognitive and Academic Interventions? How Training Studies Can Provide Insights Into Developmental Changes in Plasticity
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT Educational interventions are frequently designed to occur during early childhood, based on the idea that earlier intervention will have greater long‐term academic benefits. However, surprisingly little is known about when cognitive and academic skills are most plastic, or malleable, during development. One way to study plasticity is to ask whether learning from targeted practice varies as a function of age. In this review, we summarize behavioral and neuroimaging studies that have tested for age‐related differences in cognitive training gains, for executive functions, and for academic skills (reading and math). Findings are mixed, with no clear evidence for an overall younger age benefit. We discuss current challenges and opportunities for leveraging research on cognitive and brain plasticity to inform the timing and content of early academic interventions.
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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 | 0.000 | 0.001 |
| 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 | 0.000 |
| 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