Eve's curse: and the birth of the contraceptive pill
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
2010 sees the 50th anniversary of the introduction of the oral contraceptive pill in 1960. This development was made possible by the synthesis of the first orally active progestin some 9 years earlier. The contraceptive pill is the most popular means of family planning in developed countries, and arguably the most effective. It is the most common method of contraception in the USA (18%), Canada (14%), Australia (27%), New Zealand (20%) and most European countries, including the UK (26%)1. Reproductive health and success have in the past and continue today to be important contributors to our survival as a species. However, even from ancient times, there have been attempts to limit the effect of Eve's curse by reducing the number of children and spacing of successive pregnancies. However, it was only with advances in both scientific knowledge and understanding, together with social reforms, that information about birth control and the means to control fertility became widely available in the last century.
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 | 0.000 | 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 | 0.000 | 0.001 |
| 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 | 0.000 |
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