Coaching and Coach Education in Brazil
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
In Brazil, contrary to the situation in many countries, sport coaching at all levels is considered a profession. Following a law passed by the government, those who want to coach are required to earn a university diploma called a ‘Bachelor in Physical Education’. This bachelor’s degree prepares future professionals to work in any of the following areas: health, leisure, and sport performance. Because universities have some fexibility regarding the courses that they offer and can also focus on one or any combination of the three aforementioned areas, we cannot assume that graduate students have acquired the same knowledge and developed the same competencies. Therefore, a broad inquiry of what is provided by different universities was needed to create a picture of the curriculum that future sport coaches will experience. In an effort to situate the Brazilian coaching and coach education system within a worldwide perspective, the data collected are interpreted using the International Sport Coaching Framework (ISCF).
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) | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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