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
Youth who live with lower incomes are known to experience social exclusion in a range of social settings, including sport. Despite efforts to reduce financial constraints to participation, increasing opportunities in these ways has not led to increased involvement. There is a need to move beyond a discussion about barriers and explore the quality of young people’s engagement within sport. The present study consequently sought to understand the sport involvement of young people living with lower incomes. Interpretive description informed the analysis of transcripts generated from interviews with ten youth (aged 13-18 years) and six parents. Three themes captured the ways income had a prominent influence on the sports involvement of young people. Sports settings generally required that young people acquire abilities from an early age and develop these concertedly over time. The material circumstances in which youth were brought up impacted the extent to which they could or wanted to participate in these ways. The final theme outlines the experiences of young people in sport when they possessed less cultural capital than others in the field. The findings of the study collectively highlight a number of interconnected exclusionary processes in sport and demonstrate the need to reimagine sport in ways that challenge the hegemonic discourses continuing to exclude a large number of young people.
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 | 0.004 | 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 | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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