Declining Son Preference among HIV infected Women in Northern Karnataka, India
Bibliographic record
Abstract
The study examined the sex preference among women living with HIV/AIDS (WLAHs) in Karnataka, India using a representative random sample of 633 women belonging to the age group 15-29 years since a large proportion of the women in India complete their family size before 30 years. The profile of the respondents indicates that the mean age was slightly over 25 years, was largely residing in rural areas and about a half of them were illiterate. There was a very high level of son preference prior to HIV infection. Though the percent of women desired to have a boy or daughter increased after being HIV positive, the results indicate a significant reduction in son preference after being tested positive compared prior to having any child and HIV negative. This could be due to a significant proportion of the WLHAs refine their desired family and sex preference possibly because of the fear of transmission of HIV virus to their child. The WLHAs desire could be healthy children irrespective of sex of the child so that the children do not have to suffer stigma and discrimination if they are HIV positive.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".