Sports as education: Is this a stereotype too? A national research on the relationship between sports practice, bullying, racism and stereotypes among Italian students
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 article is based on scientific evidence from a national survey carried out in Italy in 2017 on a sample of 4011 students. The results of the statistical analysis show that the potential educational role of sports is not an explicit value embedded in its practice. In these terms, today the causal link between sports and education appears to be a stereotype. The study shows that teenagers who play sports outside of school have an increase in their levels of tolerance of bullying and racism. In addition, respondents who play sports have highly stereotyped opinions about gender roles and ethnic diversity. The neutrality of sports practice in Italy, with regard to social inclusion and the dissemination of positive values, has been demonstrated. Although sport can be a useful educational tool to mitigate limits arising from disadvantaged social conditions, a direct relation between sports and education has not been observed. In order to spread positive social values and promote social inclusion through sport, we hypothesise that it is necessary to overcome two limits: the inequality in sports opportunities among students and the weakness of the relation between sports and pedagogy. This article finally proposes a pedagogical approach aimed at sports teaching oriented towards social inclusion.
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.004 | 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