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
For many decades, Virginia Woolf's reputation in the history of literary criticism has been as a heroic rebel and challenger to the dominant forms and institutions of literary criticism.This legacy has rightfully been celebrated.Yet this view tends to treat Woolf's idiosyncratic and whimsical writings in relation to and in opposition to the prevailing standards of academic criticism rather than as a serious, normatively coherent form of criticism in its own right.Thus, this essay takes up the hypothesis that Woolf's critical writing constitutes a methodologically coherent criticism, even while it understands the values of reading and literature in deeply different terms.Taking up Woolf's whimsical criticism offers an important alternative practice of criticism capable of mediating between professional and everyday forms of reading.Pursuing Woolf's criticism also allows the essay to unfold some of the values that subtend and continue to shape the hidden norms of literary criticism today.
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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