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 Czechoslovak author Milan Kundera’s first novel in French, Slowness, compares the heady speed of contemporary life unfavourably with the slowness of the eighteenth-century, epitomised for Kundera’s narrator by Vivant Denon’s novella No Tomorrow. A deconstruction of Slowness’ arguments reveals that its narrator is complicit with the trends he decries and so his own rhetoric is as malignly influenced by speed as that of the twentieth-century characters he denounces. His representations of both No Tomorrow and the eighteenth-century phenomenon of libertinism are little more than deceptively happy soundbites. By glorifying the qualities of slowness but failing to demonstrate them, however, the novel encourages a transformation within its implied ideal reader that allows her to rise above the problematic conceits of its narrator and make of his work a genuinely slow text.
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 | 0.001 | 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) | 0.000 | 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