Access to sexual and reproductive health for young people: Bridging the disconnect between rights and reality
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
Of the 1.5 billion young people globally, 78% live in Asia and Africa, the poorest regions of the world. The majority of young people infected with HIV are female and adolescent girls have a significant increased risk for maternal mortality and morbidity, such as fistula. Trends to delay marriage do not decrease the age of onset of sexual activity, but highlight the need for access to sexual and reproductive information, and skills and services to learn healthy sexuality and prevent unwanted pregnancy and sexually transmitted infections. Youth-friendly services require confidentiality, privacy, and non-judgmental attitudes, and rights of adolescents include the consideration of their evolving capacities to consent to services. Denial of young people's sexuality and rights by conservative and traditional forces has lethal consequences, especially for women and girls. Countries have committed to these rights through numerous international instruments and many are making progress, but challenges at the community level are significant.
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 | 0.003 | 0.007 |
| 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 | 0.001 |
| 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