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
Everywhere in the media, people talk about the so-called “Twitter and Facebook revolution” in regard to the Green Revolution in Iran or other new social movements which demand democratization in their countries and use the Internet for communication and mobilization. Libertarian advocates of the Internet state that the Internet has democratizing effects because of its reputed egalitarian, open and free technological structure for communication processes. Especially in countries in which the media is under strict control by the government, these characteristics are emphasized as stimulation for political liberalization and democratization processes. This essay critically examines the alleged democratizing effect of the use of the Internet on the Malaysian society exemplified on the social movement Bersih. The Bersih movement demands free and fair elections in Malaysia, often described as an ethnocratic and “electoral authoritarian regime”. 141 The objective of this study is to demonstrate the dependency of such possible effects on context.
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 | 0.010 | 0.001 |
| 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 | 0.001 | 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