From reproductive choice to reproductive justice
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
Since the 1994 Cairo Conference on Population and Development, the human rights movement has embraced the concept of reproductive rights. These are often pursued, however, by means to which objection is taken. Some conservative political and religious forces continue to resist implementation of several means of protecting and advancing reproductive rights. Individuals' rights to grant and to deny consent to medical procedures affecting their reproductive health and confidentiality have been progressively advanced. However, access to contraceptive services, while not necessarily opposed, is unjustifiably obstructed in some settings. Rights to lawful abortion have been considerably liberalized by legislative and judicial decisions, although resistance remains. Courts are increasingly requiring that lawful services be accommodated under transparent conditions of access and of legal protection. The conflict between rights of resort to lawful reproductive health services and to conscientious objection to participation is resolved by legal duties to refer patients to non-objecting providers.
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 | 0.095 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 it