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 Some philosophers take the ascetic sage as a test case for the plausibility of theories of welfare. They maintain that attitudinal hedonism entails that the sage lives the good life, since he enjoys meditation, solitude, peace and quiet, and so on. Some of the longest-enduring traditions of asceticism, however, deny that the sage takes attitudinal pleasure in these kinds of things. A group of Upaniṣads aptly named the Saṃnyāsa, or Ascetic Upaniṣads, for example, explicitly states that the sage neither enjoys nor despairs in earthly states of affairs. The attitudinal hedonist might argue that the sage of the Saṃnyāsa Upaniṣads lives the good life nonetheless, since he takes immense and constant pleasure in the ātman – the eternal, immaterial self. The sage's immense and constant pleasure in the ātman , however, also commits the attitudinal hedonist to the stronger claim that the ascetic lives the best life possible. The sage's life seems less than optimal, however, because he enjoys only one thing to the exclusion of all other things.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| 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