Respecting adolescents' confidentiality and reproductive and sexual choices
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
Adolescents, defined as between 10 and 19 years old, present a growing challenge to reproductive health. Adolescent sexual intercourse contributes to worldwide burdens of unplanned pregnancy, abortion, spread of sexually transmitted infections (STIs), including HIV, and maternal mortality and morbidity. A barrier to contraceptive care and termination of adolescent pregnancy is the belief that in law minors intellectually mature enough to give consent also require consent of, or at least prior information to, their parental guardians. Adolescents may avoid parental disclosure by forgoing desirable reproductive health care. Recent judicial decisions, however, give effect to internationally established human rights to confidentiality, for instance under the Convention on the Rights of the Child, which apply without a minimum age. These judgments contribute to modern legal recognition that sufficiently mature adolescents can decide not only to request care for contraception, abortion and STIs, but also whether and when their parents should be informed.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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