The Limitations of Defaults
Bibliographic record
Abstract
The number of vaccinations and vaccine boosters that are becoming relevant to delivery among adolescents is growing. For sexually transmitted infections (STIs) in particular, such as HIV, vaccine delivery in this (pre-sexually active) age group is going to be an integral component of the strategy to control these diseases in the future. Currently, however, adolescent vaccination does not routinely occur because the traditional method of delivery is through secondary schools, and in developing countries school attendance has historically been low. But with school attendance growing rapidly throughout the developing world, the cost of vaccines falling over time, and an increasing number of current and future vaccines targeted at adolescents, it is an ideal opportunity to place this route of delivery on the national and international health agenda. Therefore, this paper examines the rationale for adolescent vaccination, looks at the success of other adolescent-targeted health care interventions, and finally, considers the challenges associated with future adolescent vaccination programmes in developing countries.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 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".