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
Abstract I argue that athletes should neither be taken as role models nor present themselves as such. Indeed, they should resist any attempt to take them as such on the grounds that seeing athletes (or other celebrities) as role models abrogates the existential and ethical responsibilities of both parties. Whether one takes on the role of being a model to others or whether one chooses to model one’s own behaviour on that of another, except in respect of the development of technical skill, one engages in bad faith and fails to act in an existentially ethical way. To this end, I consider the inclination to influence and admiration, as well as self‐respect, agency, motivation, and envy. I argue that while celebrity sportspersons and similar others do not have duties that others do not have just by virtue of their notoriety alone, they may have situational responsibilities commensurate with their social reach. More importantly, however, since social influence is not a transformation of inert matter, there are also responsibilities belonging to their audiences, those who merely observe and those who choose to imitate
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 | 0.000 | 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 | 0.000 |
| 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