Media Consumption and the Contexts of Physical Culture: Methodological Reflections on a “Third Generation” Study of Media Audiences
Bibliographic record
Abstract
In this paper we argue that sport media research would be enhanced by: (a) engagement with the audience research tradition, including “third generation” audience studies that emphasize relationships between viewer interpretations of media and everyday social practices; and (b) the adoption of multimethod research approaches that are sensitive to contradictions and complexities that exist in media consumption. To support this argument, we reflect on the benefits of a multimethod research design used in a recent audience study conducted by the authors on youth interpretations of media and performances of masculinity in physical education (Millington & Wilson, in press). These benefits include: enriching researcher understandings of social/cultural contexts; illuminating social hierarchies; and revealing lived contradictions. We conclude with reflections on epistemological issues and suggestions for future audience projects.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.009 | 0.025 |
| Scholarly communication | 0.012 | 0.012 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".