Equity and Health in Youth Sports
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
This study explores the significance of youth sports and highlights its multifaceted importance for today's children as well as the next generations. This report will start by examining the economic shifts for families across southern Ontario who want to be able to provide their children with the opportunity to play sports. The rising cost associated with youth sports poses challenges for families, from expensive equipment to travel expenses to coaching fees and the financial burden it has on many families who want to provide their children with the opportunity to play sports. Addressing the economic barriers in youth sports will ensure that all children in Ontario will have equitable access to the benefits that organized sports offer. Following this section, we continue to examine the importance of both physical and mental health among children and the challenges children face. Regular participation in sports enhances cardiovascular health, builds muscular strength, and improves overall physical health. Through many studies provided below, we will also highlight the importance of youth mental and physical health. Lastly, this report will highlight the next steps and recommendations regarding the current subsidy programs that are offered throughout some municipalities. [Abstract continued in the article PDF]
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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