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: We are all familiar with the way in which social roles, such as mother, father, professor, club football coach, citizen, and so on, confront us with clusters of duties that purport to bind us. Though we generally experience these role‐duties as normatively binding, we might question this. What reason do role‐occupants have for conforming to the duties that define their roles? I argue that the agent who identifies with her role thereby has a weighty and important justificatory reason for conforming to the role's defining duties: namely, the identifying agent realizes the fundamental goods of meaning and self‐determination by doing so. This is an important normative ground of role‐duties because it, unlike the grounds of natural duty or voluntary assumption, ensures that the duties it grounds are not alien impositions but rather are elements of the identifying agent's wellbeing. I also argue that role‐identification provides a reason that shares many of the characteristics of a moral reason, and I argue that role‐identification in tandem with the principle of fair play grounds a moral duty to conform to one's role‐duties.
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 | 0.005 | 0.001 |
| 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