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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.015 | 0.064 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.013 | 0.033 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.008 | 0.010 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".