Critical Friends, Dialogues of Discomfort, and Researcher Reflexivity in the Sociology of Sport
Bibliographic record
Abstract
In this special issue, which calls for a “more radical sociology of sport and physical culture,” the purpose of this paper is to address how practices of reflexivity might be mobilized among critical sport scholars toward changing the intersectional, fragmented, and complex communities we inhabit inside and outside the academy. We begin by conducting a literature review of researcher reflexivity and positionality in Sociology of Sport Journal from 2000 to 2022. Utilizing Wanda Pillow’s “reflexivities of discomfort,” we interrogate our own research by engaging in a reflexive dialogue as “critical friends.” Through this work, we try to make sense of the potential of these dialogues for shaping our ethical, political, and personal approaches to research, writing, methodology, and knowledge production.
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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 | 0.068 | 0.097 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.023 | 0.119 |
| Scholarly communication | 0.027 | 0.047 |
| Open science | 0.004 | 0.018 |
| Research integrity | 0.009 | 0.017 |
| 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 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".