The Good, the Bad, and the Ugly: Critical Sport Management Research
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Science and technology studies
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: none
- Teacher disagreement score
- 0.899
- Threshold uncertainty score
- 0.999
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 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 | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.333 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Critical social science is an underused paradigm in sport management. It can, however, help reveal the bad and ugly sides of sport, so we can uncover new ways to promote the good sides of it. The purpose of this article is to demonstrate the relevance of this paradigm for sport management teaching, practice, and research. A key assumption of the critical paradigm is that organizations are best viewed as operating in a wider cultural, economic, and political context characterized by asymmetrical power relations that are historically entrenched. Research is not neutral because the goal is to promote social change by challenging dominant ways of thinking and acting that benefit those in power. Conducting critical sport management research requires a specific skill set and adequate training is essential. Drawing on the work of Alvesson and Deetz (2000), the three tasks required to conduct critical social science are insight, critique, and transformative redefinition. These tasks are described and a number of sport-related examples are provided.
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.
The record
- Venue
- Journal of Sport Management
- Topic
- Sports, Gender, and Society
- Field
- Social Sciences
- Canadian institutions
- University of British Columbia
- Funders
- not available
- Keywords
- Transformative learningSociologyRelevance (law)Context (archaeology)Power (physics)PoliticsSet (abstract data type)Critical theoryEpistemologyCritical management studiesCritical thinkingEngineering ethicsPublic relationsSocial sciencePolitical scienceComputer sciencePedagogy
- Has abstract in OpenAlex
- yes