Bibliographic record
Abstract
This paper investigates the experiences of Anne Clifford (1590–1676) with three controversial books: the anonymous libel known as Leicester’s Commonwealth ; the Jesuit Robert Parsons’ Resolution (and its Protestant adaptation by Edward Bunny); and François De Sales’ Introduction to a Devout Life. Clifford’s unorthodox choice of reading material in these cases appears to jar with ideas about what an early modern woman — loyal to the Church of England and to the state, even through the political and religious uproar of England’s civil wars — could, would, or did read: all three titles were “popish,” one was seditious, and two saw many copies burned before Clifford obtained her own. Evidence for Clifford’s reading of these works is set in the context of her own wider habits and circumstances to understand her motives for attending to such seemingly controversial materials. The paper concludes that Clifford’s attention to these books does not likely reflect any divergence from her avowed orthodoxy, and unveils the likelihood of other motives for her engagement, such as genealogical research.
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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 | 0.004 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.051 | 0.023 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 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".