Multiple scripts, multiple institutions: Introducing complexity into the understanding of women’s empowerment
Bibliographic record
Abstract
Partial enactment of women's rights is at the crux of this analysis, which identifies factors associated with the adoption of some global women's rights scripts but not others. Women who partially enact global principles are an important group, and focusing on them provides clues into when, where, and how institutionalized scripts are in competition. To explore this issue, Demographic and Health Survey data from 25 low- and middle-income countries across two time periods are used, with a focus on two dimensions of women's empowerment: a woman's household decision-making power and her attitudes toward intimate partner violence. Multinomial regressions reveal that exposure to global culture is associated with dual enactment of the two dimensions. Among partial adopters, enactment privileging physical integrity is mediated through local community institutions, including religions, whereas partial-enactment privileging decision making is associated with women's household bargaining power.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.042 |
| Scholarly communication | 0.012 | 0.022 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".