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
The claim of this essai is that Chaucer is eschatological. I use this rather specific term first in order to indicate the apocalyptic aspect of Chaucer’s late-medieval theological context of the four last things (eschata) — death, judgment, hell and heaven — and secondly to illumine a dynamic of textual dispossession at work in Chaucer’s anticipations of reader response, and of his and his texts’ interconnected ‘afterlives.’ These dense formulations will require some unpacking, but at this point it suffices to say that an orientation to the prospect of future evaluation conditions in advance the “dark” moments explored below.Any discussion of eschatology seems for us moderns (even modern medievalists) to be something of a dark topic, and in at least two ways. One is the popular darkness associated with divine judgment, an anxiety nowadays often stripped of any theological reference whatsoever. Another sense is that analogous to the Pauline “we see now in a mirror but darkly,” or videmus nunc per speculum in enigmate (1 Cor. 13:12), simply the fact that we cannot see beyond the mortal bounds of this life, except obscurely in figures. And that kind of obscurity makes the prospect of judgment sometimes hard to bear. The Cloud-author alludes to our limits in just these terms:For when I sey derknes, I mene a lackyng of knowyng; as alle thing that thou knowest not, or elles that thou hast forgetyn, it is derk to thee, for thou seest it not with thi goostly ighe. And for this skile it is not clepid a cloude of the eire, bot a cloude of unknowyng, that is bitwix thee and thi God.
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) | 0.048 | 0.003 |
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