Publishing for Professional Advantage
Bibliographic record
Abstract
While exploring how specialist medical publishers and regular practitioners worked together to publish and advertise medical works on sexual matters, Chapter 3, Publishing for Professional Advantage, shows that the boundaries between communicating knowledge, promoting expertise, and trading on medical eroticism were not just blurry in contexts of the pornography trade and irregular medical practice. They were also blurry in regular medicine. Works on reproduction and sexual health issued by medical publishers were often textually similar to those issued by pornographers and irregulars, worked up using similar techniques, advertised, and distributed to non-medical readers in similar ways, and, regular practitioners often argued, for similar purposes. The chapter explores how and why these overlaps aroused particular concern among groups that advocated radical reforms to the medical profession. Rather than seeking to discipline regular medical publishing, however, reformers initially took a different route: they launched campaigns aimed at stamping out irregular practitioners’ trade in sexual health manuals.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".