Exile media, global news flows and democratization: the role of Democratic Voice of Burma in Burma’s 2010 elections
Bibliographic record
Abstract
This article explores the links between transnational media flows and social and political change in authoritarian regimes through a conjunctural study of Democratic Voice of Burma (DVB), a Burmese exile media organization. Drawing on observation and interviews conducted at DVB’s Oslo studio during the 2010 elections in Burma as well as documentary research, the article explores how diasporic media may contribute to democratization in a military regime where press freedoms and political expression are severely curtailed. The first section draws on Appadurai’s theory of global flows to scrutinize transnational flows of people, capital, media, ideas and technology contributing to DVB’s operations from 1992 to 2010. The next section engages with theories of media and democracy in order to examine DVB’s innovative satellite television coverage of the 2010 elections. The article concludes with a brief discussion of the ongoing relevance of opposition media based outside of Burma amid liberalization measures undertaken by Thein Sein’s nominally civilian government in 2011.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.003 |
| 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".