Bibliographic record
Abstract
Volume 1 Jacques du Boscq, The Excellent Woman, Part 1 (1692) A Spirit Moving in the Women-Preachers (1646) [Margaret Fell], Womens Speaking Justified (1667) J S, A Brief Anatomie of Women (1653) The Virgins A. B. C. ([c. 1680s]) Directorium Cosmeticum (1684) Volume 2 Francis Osborne, Advice to a Son (1658) Eugenius Theodidactus [John Heydon], extracts from Advice to a Daughter (1658) A Discourse of Auxiliary Beauty (1656) George Savile Lord Halifax, extracts from The Lady's New-Year's-Gift: Or, Advice to a Daughter (1700) and engraved frontispiece and title page from the small seventh edition (1701) Anna Maria van Schurman, The Learned Maid (1659) [Bathsua Makin] An Essay to Revive the Antient Education of Gentlewomen (1673) [Mary Astell] Reflections Upon Marriage (1706) Volume 3 [Richard Allestree], extract from The Gentleman's Calling (1682) and The Ladies Calling (1687) [William Darrell], extracts from The Gentleman Instructed (1755) Volume 4 Robert Codrington, extracts from The Second Part of Youths Behaviour (1664) Hannah Woolley, extracts from The Gentlewoman's Companion (1675) Volume 5 [Judith Drake], An Essay in Defence of the Female Sex (1697) Ez. Symson [trans. from Madame de Pringy], A farther Essay Relating to the Female-Sex (1696) John Sprint, The Bride-Womans Counseller ([1699]) Eugenia, The Female Advocate (1700) Volume 6 Francois Fenelon, Instructions for the Education of a Daughter (1708)
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 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".