An Exploration of Socioeconomic, Spiritual, and Family Support Among HIV-Positive Women in India
Bibliographic record
Abstract
Through in-depth, tape-recorded interviews, this qualitative pilot study explored the feelings and concerns of 10 HIV-positive women, aged 18 to 70 years, and the socioeconomic, spiritual, and family support available to them in Kolkata, India. A qualitative approach of continuous comparative analysis of themes revealed that although heterosexual contact was the main source of infection, poverty and sexual violence were indirect social factors. These women experienced markedly less socioeconomic, spiritual, and family support after contracting the disease. In addition to worsening physical symptoms, emotional and mental anguish forced them into isolation, negatively affecting their mental health. Social isolation infiltrated their spiritual lives, producing feelings of helplessness about the future of their children. The identification of this process is important to nursing practice, as it highlights key areas of concern in the implementation of prevention programs and future research.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".