Bibliographic record
Abstract
Abstract The literary canon, theorists contend, is a selection of reputable works that abstracts their value for specific purposes: to safeguard them from neglect or censure, reproduce social and institutional values, maintain them as exemplary in the formation of personal or communal identities, or objectify and enshrine standards of judgment. The value of canonical works is not felt reducible to these uses or the interests that canon-making may serve, but canonization is nonetheless thought to be a recognition of their value, even confirmation that this value has been sufficiently established, by consensus or institutional edict, that it no longer requires demonstration. The discourse of canonicity thus relies on an economy of belief about the possibility and validity of agreement about literary value. Within this economy, the canon, in whichever composition, is both the evidence and the outcome of agreement, without which value would seemingly become entirely speculative. At the same time, canonicity is also a form of attention paid to valuable works, and it is not the only such form. Canonical works are treated differently than are other valuable works, and the value of the same work may be described in a different rhetoric of valuation depending on what kind of valuable work it is perceived to be. A work may be treated as a reference point, a familiar and influential text whose contribution to culture is measured relative to one context. It may be viewed as a classic, a singular and standard work whose value is perceived across a distance of time or culture. Or it may be esteemed as a canonical text, whose vital and indefinable contribution is not seen as relative to any particular time or place. The discourse of canonicity thus serves to generate belief in the possibility of suspending, however provisionally, speculation and contingency.
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.
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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.009 | 0.017 |
| Scholarly communication | 0.015 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.047 | 0.008 |
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".