Young Adults’ Perceptions on Life Prospects and Gender Roles as Important Factors to Influence Health Behaviour: A Qualitative Study from Karachi, Pakistan
Bibliographic record
Abstract
The purpose of this qualitative study was to explore perceptions and expectations of young males and females, in Karachi, Pakistan, regarding their life prospects and gender roles, with resulting implications for health behaviour. The main theme emerging was "Young adults' prospects in life are hampered by psychosocial and gender equality constraints". Gender inequality and the low status of women in society were described as major obstacles to the overall development. Persistent withholding of information to the younger generation on sexual and reproductive health issues was perceived to increase exposure to health risks, particularly sexually transmitted infections (STIs). The present study reveals new discourses on equality among young adults, pointing towards an increasing, sound interaction between the sexes and aspirations for more gender equal relationships. Such views and awareness among the younger generation constitutes a strong force towards change of traditional norms, including reproductive health behaviour, and calls for policy change.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".