Effects of Education and ICT Use on Gender Relations in Bhutan
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Supporting gender equality in the deployment of and access to information and communication technologies (ICTs) involves accepting that gender relations and ICTs within any given community are continuously being shaped by one another. There is a growing body of research on gender and ICTs in the developing world. However, little empirical evidence exists on how certain aspects of gender relations can inouence the ways that ICTs are perceived and used, framings which can, in turn, reinforce or reshape existing gender norms and practices. This article examines the relationships that exist between gendered access to education and the ways in which mobile phones, axed phones, and the Internet are perceived and used in a rural and an urban Bhutanese community. The andings, organized by levels of literacy, reveal similar patterns in ICT perceptions and use across the two communities.
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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) | 0.000 | 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