Women’s Employment and its Effects on Bengali Households of Shillong, India
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines the effect of the employment of women on the structure and functions of households within the Bengali community in a part of northeastern India. Despite its demographic significance, this cultural grouping remains largely unstudied from a sociological point of view. The results of the present study show that the entrance of women into the paid work force, the rate of which has increased in recent years, has had a partially transformative effect on the household, in the sense that responsibility for domestic tasks and for domestic decision-making is increasingly being shared by both spouses. In addition, unmarried women are coming to view the marriage bargain in distinctly non-traditional terms. The results suggest that paid employment has the potential to alter deeply-embedded and well-established cultural norms.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it