The potential role for probiotic yogurt for people living with HIV/AIDS
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
In demonstrating that it is feasible to create a community-run kitchen that produces probiotic yogurt, and that this can contribute to the health of people with HIV/AIDS, we embellished the 2001 Food and Agriculture Organization (FAO) and World Health Organization (WHO) report on probiotics that recommended efforts be made to take probiotics to developing countries. We proved that driven by humanitarian goals not profit, probiotic yogurt can be produced in the world's poor regions. This food can be safely consumed by HIV/AIDS subjects, and in many of them benefits can be accrued in gut health, nutritional and potentially immune status. Such outcomes have a scientific rationale, many social implications, and perhaps most importantly raise the question, why have developed countries not tried harder to bring nutrition-based probiotics to people in need?
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it