A Burmese Case Study: Far from Inherent – Democracy, and the Internet
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
The inability of the Junta to stop information from leaking during the 2007 Burmese Saffron revolution has been used by many as evidence of the intrinsic democratic character of the Internet, and the power of citizen journalism to create dissent. However, the issue becomes increasingly complex when framed in a more comprehensive sociological context. How can we call the Internet inherently democratic when restricted access prevents the vast majority of voices in ‘developing’ nations from being heard and acknowledged? The socio-economic composition of bloggers from Burma is never scrutinized: who were these bloggers and were they the average Burmese citizen? Restrictions and filtration software complicate the discussion of the assumed and inherent democratic dream of the Internet and raise questions about the role of the state. While the Internet may provide a new medium for dissent and opposition, its impact is offset when bloggers represent only a small, particular cross-section of the Burmese population, and by the conscious efforts to censor, limit and monitor user activity through state control. The Burmese Saffron revolution acts as a reminder that the world is not on an equal playing field, and that restrictions, including socio-economic barriers and state intervention, impede democratic visions of the Internet.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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