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
<span>In a celebratory moment of the Paradiso, Dante has Thomas go round the circle of sage spirits identifying each in turn in point of proper calling and confirming how it is that self is everywhere present to the other-than-self as a co-efficient of being in the endless and endlessly varied instantiation of that being. The image, at once perfectly Dantean and perfectly resplendent, underlies and informs these conversations of mine with Kenelm; for if in reading and rereading the cherished text, I have from time to time felt the need to enter a qualification, it is a matter here, as in the high consistory of paradise, of otherness as both contained and as authorized by sameness, as conditioned and set free by it for a life of its own. Never, in other words, is it a question in what follows of the stark alternativism of the sed contra, but instead a matter of formed friendship, of the kind of friendship which, conceived in love, makes for a sweet choreography of the spirit.</span>
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 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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