Universal Reproductive Rights and Women's Empowerment
Bibliographic record
Abstract
This paper aims to provide a brief summary of contemporary human rights and make the case that the right to abortion and the right to contraception gaining binding statuses under international human rights law are crucial to the progression of gender equality and women’s empowerment. Human rights have greatly progressed on the international level since the establishment of the United Nations (UN) in 1945. However, progress varies not only among the world’s countries, but also among the world’s human groupings, specifically men versus women. A significant obstacle that is preventing women’s empowerment from achieving its greatest capability is the lack of adequate access to reproductive rights worldwide. Reproductive rights—including the right to abortion and contraception—is the most controversial branch of women’s rights and human rights in general due to the cultural clash of beliefs, and the fact that most cultures view the topic as taboo. This has led to the restriction, and in some countries, the complete prohibition of abortion and contraception, endangering the rights of women by limiting their ability to maintain reproductive autonomy. This paper argues within the framework of the existing binding human rights laws, drawing upon the criteria of UN laws and entities to justify the inclusion of universal reproductive rights within that framework.
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 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 | 0.005 | 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".