Negotiating Fitness, From Consumption to Virtuous Production
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
By shifting our attention toward everyday life, its manifold commitments and responsibilities, this paper examines the potential for “fitness” to take on an extended meaning beyond consumption activity. In the opening sections, Robert Nozick’s (1974) “Experience Machine” thought experiment is presented as an alternative analytic frame for interpreting the problem of fitness in terms of a tension between mere activity and experience. In relation to this tension, the paper presents findings from a study of experienced participants and emphasizes the possibilities of a virtuous production through fitness. In particular, we emphasize that there is much work to be done in sedimenting (and maintaining) an appropriate frame of reference for “doing fitness” and that “being someone through fitness” might operate as an indexical marker of virtue. En dirigeant notre attention vers la vie de tous les jours et ses multiples engagements et responsabilités, nous examinons dans cet article le potentiel du « fitness » d’avoir une signification étendue au-delà de l’activité de consommation. Dans les premières sections, l’expérience de pensée de la « machine à expérience » de Robert Nozick (1974) est présentée comme un cadre analytique alternatif pour l’interprétation du problème de la condition physique en termes de tension entre simple activité et expérience. En lien avec cette tension, cet article présente les résultats d’une étude de participants expérimentés et met l’accent sur les possibilités d’une production vertueuse par l’intermédiaire de la condition physique. En particulier, nous soulignons qu’il y a beaucoup de travail à faire dans la sédimentation (et le maintien) d’un cadre de référence approprié pour « faire de l’activité physique » et qu’« être quelqu’un par l’intermédiaire de la condition physique » peut agir comme indicateur de vertu.
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 | 0.002 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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