Portuguese Football Coaches’ Role in Facilitating Positive Development Within High Performance Contexts: Is Positive Development Relevant?
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
Over the last decades positive development (PD) has served as a framework for several investigations within the sport science community. In fact, multiple researchers have analyzed youth coaches’ role in PD. However, there is recent interest in exploring high performance coaching due to the complexity of the coaching practice, the different developmental needs presented by players, and the relevance of PD within this particular environment. The purpose of this study was to understand the perspectives of Portuguese football coaches about the importance of PD in high performance coaching. The participants in the study were ten male Portuguese football coaches who trained athletes between the ages of 16 and 39 years of age. Findings showed that coaches viewed winning and on field performance as top priorities in their coaching philosophy, but recognized the importance of PD. Coaches also envisioned the determinant role youth coaches have in this domain. Coaches conceptualized PD as an overarching framework that could be used across the developmental spectrum to convey a range of PD outcomes in high performance contexts such as teamwork, respect for others and transfer to other life domains. Moving forward, coach education courses should help coaches develop strategies to foster PD.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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