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
There is no truth to delimit in the event. Events come, if ever they arrive, to designate fields of pure possibility and emergent futurity. Consider one old tale of “diverse aventures” (V.710), Chaucer’s Franklin’s Tale.1 Somewhere in Brittany, Dorigen is happily married to the knight Arveragus, having recently pledged her undying love. “Have heer my trouthe — til that myn herte breste” (V.759). Soon he goes on an expedition abroad. Dorigen watches ships come to port in the hopes that one will return her husband safely, and she is tormented by thoughts of his foundering. Dorigen cultivates a “derke fantasye” (V.844), meditating on the hazards of a seascape that consists of “grisly rokkes blake” (V.859) just offshore. They are menacing and apparently meaningless obstacles to her happiness. She cannot shake bleak thoughts of a possible fatality, despite friends’ comforting words and pleasant distractions. Then something unexpected does happen. At a dance, the amorous squire Aurelius propositions Dorigen, begging her mercy. She rejects his advances, tactfully couching her reply in terms that are described as playful: shesays she will yield to Aurelius only if he removes thedangerous rocks that threaten her beloved husband. “Have heer my trouthe, in al that evere I kan” (V.998). It would seem impossible. But Dorigen’s so-called rash promise to Aureliusis a fateful utterance carried away by further events, accompanied by a powerful sense of foreboding, setting in motion so many impossibilities. Dorigen and expectantreaders of the tale subsequently drift towards a future of still more improbable events.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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