Challenges of Parenting for Families 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
Given the continual rise of HIV infection in our communities and the improved life span for many who are HIV-positive, social workers in all fields of practice have clients whose lives have been touched by HIV/AIDS. This article reviews relevant literature and reports on the parenting needs that emerged in a Canadian study that examined the experiences of 105 mothers and fathers living with HIV/AIDS. The majority of the children in the study were not HIV-positive. Some themes related to parenting in the literature, and evident in this study, were chronic sorrow, stress and burden, normalization, stigma, secrecy, and disclosure. In the study parenting was found to be a source of joy and an additional challenge in an already complicated life. Important new themes were family life as precious time, focused parenting, the different effects of HIV/AIDS, the parenting preparation needs of fathers, and the efforts to parent affected and infected children differently. Parenting when living with HIV/AIDS requires attention from clinicians and researchers in a range of settings.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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