Meliorating Much? Malthus, the Aikin Family, and Post-Revolutionary Disssenting (and Gender) Politics
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
There is evidence to suggest that, in the years following the publication of Thomas Robert Malthus’ Essay on the Principle of Population (1798), John Aikin, his sister Anna Letitia Barbauld, née Aikin, and his daughter Lucy found significant inspiration in it. While as liberal Dissenters they retained a lifelong commitment to the principle of “free inquiry” and the cause of reform, disillusionment with the course of the revolution made the Aikins receptive to Malthus’ particular challenge to the doctrine of “perfectibility.” Indeed, Malthus crucially shaped their post-revolutionary politics, and, in the case of Barbauld and her niece, specifically their gender politics, although they notably found in Malthus not only explanations for the failures to improve the condition of women historically but also some validation for women beyond the role of wife and mother.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it