Exercise and Pediatric Brain Development: A Call to Action
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
Exercise has long been reputed to have beneficial effects on cognitive processes and emotional stability, with obvious applications to lifespan developmental issues in mental health. Over the last 20 years, animal studies have provided potential mechanisms for this link in neurophysiological terms. Only a very small number of studies have applied this model to well-controlled child and adolescent studies of psychological development, with such studies necessarily requiring collaboration across the fields of exercise science and developmental psychology. In this paper, I outline why the field is now well positioned to increase this effort. Core to this argument is an outline of historical reasons for a (somewhat still active) resistance to this integrative perspective within developmental psychology and a brief synopsis of the countering evidence, followed by a summary of how advances in electrophysiology now make such studies highly accessible and reasonable in terms of cost and convenience.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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