Towards a New Operational Framework for Sexual Health
Bibliographic record
Abstract
This presentation outlines the World Health Organization’s process of developing an operational framework for sexual health, reflective of the current working definition, in order to provide clarity to health programmers and researchers. The recommendations for the framework are informed by a systematic review of existing sexual health frameworks as well as the results of a recent expert consultation conducted by WHO. The framework clearly depicts all service areas of sexual health and reproductive health and recognizes sexual health as first a distinct and subsequently as a linked concept with reproductive health. The framework situates sexual health in the hierarchy of factors that influence sexual health: including dyadic, community and structural factors. Most importantly, the framework recognizes that sexual health vulnerabilities and needs emerge, exist, and vary cross the life course and within different populations.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.063 | 0.050 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.011 | 0.011 |
| Science and technology studies | 0.004 | 0.026 |
| Scholarly communication | 0.015 | 0.022 |
| Open science | 0.006 | 0.009 |
| Research integrity | 0.006 | 0.011 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".