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
Amalia Holst was an important pedagogical theorist and philosopher who was part of the distinctive intellectual milieu of Hamburg in the late 18th and early 19th century. Holst has enjoyed a fair amount of attention from scholars working on the history of feminism, and she has recently come to the attention of historians of philosophy for her incisive critique of (Rousseau-inspired) educational theories, her vocal advocacy for women’s access to higher education, and for apparently radical lines of thinking in her views on history, religion, and morality. While Holst was something of a public figure in Hamburg—she published two controversial treatises in her lifetime, in addition to a lengthy review of a popular novel—there is relatively little known about her life, with most of what we do know owed to only a sparse handful of sources. It is, therefore, a rather significant development for scholars working on Holst that two letters by her should come to light. These letters are replete with new details of Holst’s life, her intellectual network, and they seem to have been wholly unaccounted for by Holst’s biographers. In this article, I will provide a transcription and translation, with annotations, of the two new letters.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it