Bibliographic record
Abstract
Chapter 6, Branding Birth Control, examines how birth-controllers used claims about medical works’ vulnerability to destruction under the Hicklin test to distance contraception from immorality, frame its advocacy as a free speech issue, and generate publicity for the cause. Contraception pamphlets first published by radicals in the 1820s and 1830s had long been sold by both social reformers and pornographers. In 1876, a figure with feet in both domains was arrested for selling Charles Knowlton’s Fruits of Philosophy (1832). The following year, Annie Besant and Charles Bradlaugh engineered their own arrest for selling it. The chapter examines the selective publication history that Bradlaugh and Besant constructed to divorce Fruits from its associations with promoscuity and promote contraception advocacy as a respectable, progressive cause, and shows that birth-controllers went on to sell huge volumes of literature on contraception. Although they encountered relatively little legal opposition, they often claimed that selling such works was very risky. These claims operated as a way of generating further publicity for the cause, and branding it as brave, modern, and progressive.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 0.003 |
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".