We are all affected: considering the recovery of HIV/AIDS infected and affected children
Bibliographic record
Abstract
This essay acknowledges that the HIV/AIDS pandemic has created entire communities for whom loss has become a common and a shared experience. As a result of this impact of HIV/AIDS, several questions surface. However, the one question upon which this essay focuses is, ‘What type of environment is required for children infected and affected by HIV/AIDS?’ More specifically, ‘What context can be created by educators and concerned adults for children infected and affected by HIV/AIDS in order to help them recover a glimmer of wholeness and sense of connection again?’ Drawing on eight years of involvement with educator colleagues in several African countries, the article suggests one avenue through which recovery can be encouraged: by giving attention to the environment which teachers and other concerned adults can provide. Such an environment must work against ignorance, stigma and isolation.
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 | 0.011 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.035 | 0.027 |
| Scholarly communication | 0.013 | 0.013 |
| Open science | 0.004 | 0.022 |
| Research integrity | 0.009 | 0.030 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".