Bibliographic record
Abstract
In the National Statuary Hall Collection in the U.S. Capitol, a visitor can stroll the along the parade of great men, admiring the busts, standing figures, and horsed figures carved in Italian marble and other polished chunks of stone. The parade marches on in traditional style until it comes across the suffragists, a memorial to Lucretia Molt, Elizabeth Cady Stanton, and Susan B. Anthony. Immediately, the visitor notices the stylistic and ideological incongruities of the suffragist memorial amidst the phalanx of polished soldiers that surrounds it: Matt, Stanton, and Anthony are incompletely carved, their bodies seemingly rising from a partially formed, seven-ton slab of marble, and rising behind them, taller than the three, is an unformed figure, the beginnings of a fourth feminist, yet to be realized. I was introduced to the statue, a gift of the National Woman's Party, by a friend of mine, herself introduced to it by a friend who insists that every young feminist she knows take a photo in front of the statue, as an image of her potential to become that as-yet-unformed fourth figure.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.016 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".