Ways ahead: protecting, promoting and supporting breastfeeding in the context of HIV
Bibliographic record
Abstract
The HIV epidemic coupled with the assumed benefits of infant formula for the children of all HIV-infected mothers have in complex ways changed public ideas about infant feeding and represents a threat to well established breastfeeding practices. In the wake of the confusion that postnatal prevention of mother to child transmission of HIV (PMTCT) interventions have created among HIV-infected mothers, infant feeding counsellors and the public at large, it is time to reinstate the principles of the Innocenti Declaration to protect, promote and support breastfeeding in the context of HIV. The challenge that lies ahead is a search for ways to restore the trust in breastfeeding as the normal and safest way to feed an infant. This requires continued research as well as concerted advocacy and action.
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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 | 0.008 | 0.026 |
| Meta-epidemiology (narrow) | 0.004 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.018 | 0.025 |
| Insufficient payload (model declined to judge) | 0.004 | 0.004 |
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".